diff --git a/rotations/qwen3_4b_base/e14_rotations/r1_kmax.pt b/rotations/qwen3_4b_base/e14_rotations/r1_kmax.pt
new file mode 100644
index 0000000000000000000000000000000000000000..964f8eb2e10ff87e76d40afe93c0f7b247a38c4c
--- /dev/null
+++ b/rotations/qwen3_4b_base/e14_rotations/r1_kmax.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f00652956dff6ecf403befcfaa5fd75ee9fa681804c9d80803e11efbe93105a1
+size 249209
diff --git a/rotations/qwen3_4b_base/e14_rotations/r2_v_layer_02.pt b/rotations/qwen3_4b_base/e14_rotations/r2_v_layer_02.pt
new file mode 100644
index 0000000000000000000000000000000000000000..aa9ad9cef6ae136e99ae59e0bf5bcda84daa67c4
--- /dev/null
+++ b/rotations/qwen3_4b_base/e14_rotations/r2_v_layer_02.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f72af4d2c9bb5b92cca6241314a8853ca592174399bde0b2444bfda849c62773
+size 5239
diff --git a/rotations/qwen3_4b_base/e14_rotations/r2_v_layer_03.pt b/rotations/qwen3_4b_base/e14_rotations/r2_v_layer_03.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ade387be62d2dd0dea3dad7c0230ecaab677849e
--- /dev/null
+++ b/rotations/qwen3_4b_base/e14_rotations/r2_v_layer_03.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3359faa4f080b818257e324a433b76a152b74597d6d782d92e9b184d8dab477d
+size 5239
diff --git a/rotations/qwen3_4b_base/e14_rotations/r2_v_layer_04.pt b/rotations/qwen3_4b_base/e14_rotations/r2_v_layer_04.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ee56c571879421e857057c52696a17e7b455b689
--- /dev/null
+++ b/rotations/qwen3_4b_base/e14_rotations/r2_v_layer_04.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0b1eed90913d4359c491edf73372aacef8582b8980ea5119482fcff471c69892
+size 5239
diff --git a/rotations/qwen3_4b_base/e14_rotations/r2_v_layer_07.pt b/rotations/qwen3_4b_base/e14_rotations/r2_v_layer_07.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4b19ca10e6f6e25dbf3234f0b83736a6a58a2ad6
--- /dev/null
+++ b/rotations/qwen3_4b_base/e14_rotations/r2_v_layer_07.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7b7622f97e0a0d46d04d3de85df7ee2f54ede22a8695200ad2d64d7c610b3a84
+size 5239
diff --git a/rotations/qwen3_4b_base/e14_rotations/r2_v_layer_17.pt b/rotations/qwen3_4b_base/e14_rotations/r2_v_layer_17.pt
new file mode 100644
index 0000000000000000000000000000000000000000..141144995d60d71bec6af45aec699cc58ff48afc
--- /dev/null
+++ b/rotations/qwen3_4b_base/e14_rotations/r2_v_layer_17.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3be8accd27f7e389d7df82f2a58798ae0b10ca337dc1e532f556f71948babadc
+size 5239
diff --git a/rotations/qwen3_4b_base/e14_rotations/r2_v_layer_23.pt b/rotations/qwen3_4b_base/e14_rotations/r2_v_layer_23.pt
new file mode 100644
index 0000000000000000000000000000000000000000..02208277ff6903bcd210a454f97966eb17df2ad8
--- /dev/null
+++ b/rotations/qwen3_4b_base/e14_rotations/r2_v_layer_23.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fe8ab1c8c9b89a68ecb6dc3e207e1c8824354fdbd586db228ab337f0ad951f27
+size 5239
diff --git a/rotations/qwen3_4b_base/e14_rotations/r2_v_layer_27.pt b/rotations/qwen3_4b_base/e14_rotations/r2_v_layer_27.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5bc0135728272f6e7bac1257905421a575a97f22
--- /dev/null
+++ b/rotations/qwen3_4b_base/e14_rotations/r2_v_layer_27.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0462ce394376860945352cac89f0a9873e51f579e2f8148abaf92705923b1029
+size 5239
diff --git a/rotations/qwen3_4b_base/e14_rotations/r2_v_layer_31.pt b/rotations/qwen3_4b_base/e14_rotations/r2_v_layer_31.pt
new file mode 100644
index 0000000000000000000000000000000000000000..de9be8d4331f46688c73bfdb1898298128e1ba08
--- /dev/null
+++ b/rotations/qwen3_4b_base/e14_rotations/r2_v_layer_31.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f58fa705f95560b4b8f736a74d88832512a61a23b4f4eecd1c3ad5c330b89cb0
+size 5239
diff --git a/rotations/qwen3_4b_base/e14_rotations/r2_v_layer_32.pt b/rotations/qwen3_4b_base/e14_rotations/r2_v_layer_32.pt
new file mode 100644
index 0000000000000000000000000000000000000000..12943bda21c6b1f470025eece1c69a369fbce087
--- /dev/null
+++ b/rotations/qwen3_4b_base/e14_rotations/r2_v_layer_32.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:25b93de7bd79178f5c345e22c1acadb99200f2d4e707d8a5a6ef5812d27af3c6
+size 5239
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_00.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_00.pt
new file mode 100644
index 0000000000000000000000000000000000000000..934aaa476800327d54c794933ec4e4fc34c98a9a
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_00.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e4ffd88d908045808d327d61eb412ee1b08e614ed92307051e2579600b8e878a
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_01.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_01.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cea8560b16eb5620e4631b452ccc1c36091d221d
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_01.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e4aee8f8f7d05d2d473a287f88dba5eda7e46aa47df4302c5016daad5a1aedec
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_02.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_02.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c88feaf7e87519e41d00698fc1aa520ad3b3ad7f
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_02.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a497b1164c409a9541263debcee41f714bc355bdf211cc6d2d2c2799b14dc183
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_03.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_03.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a43640c2babafd76e2701426b16fabf73f7dc3d6
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_03.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:74a31c22f0e7488caf04e329df48806198157abefb855199b4c877756ba6133b
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_04.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_04.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9ac3d95b8927d9eb43a9e7616b3644d50fbc1496
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_04.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6e5df0c665e19f9dc843fc70a16ca1baa3c1bd423141c86e6fafbe859e88875d
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_06.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_06.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1fcf050376909c0eb20dd1827f4ba4ff1d0e6b52
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_06.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:29b2fca394bd07ac1e8fa8e7d0a2d95fad8c9dcdf0a4dd7d1fc08d79513cf7ae
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_07.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_07.pt
new file mode 100644
index 0000000000000000000000000000000000000000..00312f5deeb5c8b1174a40f807a982d5df85aa43
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_07.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:846fed1007ef37b993dc91c1698dc8f8fcd78215d4afcfc2be21801116f0d019
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_08.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_08.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c0c8107bc6bd14dc38b4fbd07bda7a1301c144c6
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_08.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b600fb504146f9cc1b8955933337ad5276e6c22931bbdd88a8fab7e883b36677
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_09.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_09.pt
new file mode 100644
index 0000000000000000000000000000000000000000..48764302e64169343e88c1e49761cd6c4a2a6e4e
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_09.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:da49059708bbf317111b90d00b4c79bdddfdd22e449a3f30e7cbf721242cf6c8
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_10.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_10.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8e89485b0e336a32b8d12f619aec6a10debd5209
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_10.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:84420f61c791ca5f4a2da86a4a7856c50f1fb3a9a663819d84788a8923fec582
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_11.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_11.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4889618efdc581e0d8b0ad8176cb7311cf64f0d8
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_11.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1c3b31f93422c677f5d5afbd893552fe25406deff0c17ca1c0a2ed10d2bd1ea5
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_12.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_12.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c25e7a5d5b0bf636e0074e1234519ba6dbffa4ff
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_12.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:54429dbd6ba2a5279d9c4eb2d808f89a5510b7130417f2beb786a0aa6d5b6a68
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_13.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_13.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0ac8b797367ad97686b821d5b50eea7e4630ebe5
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_13.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:911ef11e5af8f733c2d12e48c14acfb0b1ec5c3a97cf1169e805f0b4bc7966e1
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_14.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_14.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d855741ec1a65080cc8b64a7af5345cb6cddb607
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_14.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cf0619f9b798b41e0938a90fba4dd831dd7534819a5fde3e280db61168a4f3af
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_15.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_15.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b6594bbae08e6ebdf155cf9a624ba072060d9da7
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_15.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2ff53815e6d56018114a652662a15f10608a185722e566cdd3782a594e5d0591
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_16.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_16.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d579c0325353daf6a504805c4cb7d245e05218c0
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_16.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ccb323041092c50413997d974dc31a9e5d441a16fa2c7dad914b1bb41f66942b
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_17.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_17.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9ba39bd7f97e1ba1d54e002dc7446786da80cedb
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_17.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:aadd780b27ca8c89ea274a2ed0e6fab54159d10ad43570865a22a0aa251698ca
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_19.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_19.pt
new file mode 100644
index 0000000000000000000000000000000000000000..66bbc7aa385d6252902fd097fc2e881a7018aea7
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_19.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:329a8b9f0414ae30314721084cdaeb091e1f285390387391b83f2449eb02d630
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_21.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_21.pt
new file mode 100644
index 0000000000000000000000000000000000000000..32f4ad2f5f64ae0308820970259814575e15485c
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_21.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:170a2551c7b0dd80819b21eeb7a2cc067baa7b7ce65e61cd025194ca580b31fc
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_22.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_22.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2532b07d40719d98f90e440d1302683a5288d7b4
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_22.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2648d35b7568e664397603d3931ad50233ad7228187e35a2aa3482881d95f9b7
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_23.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_23.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6dab7f80294a112e6d9b607c06737dc6fda9286d
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_23.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e39592928449cc3530be200eef28ce340dd1685db55efb1251253f9c72020a60
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_24.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_24.pt
new file mode 100644
index 0000000000000000000000000000000000000000..70e984d3efd39afb565a9210a8e2512464ba6e0b
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_24.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:652a1de8d17e6c8e754c9ef0149cfba40c5dfdce1e85bb518c36ecf62fa759e3
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_25.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_25.pt
new file mode 100644
index 0000000000000000000000000000000000000000..47a6e0402ae85d0f469cce26e4f7d71e50b9f15b
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_25.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4315434e3b53d183c9ca9ffd054ef9bd15111f7e12376be3e235f0e1a68dd5a7
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_26.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_26.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a6f6ea7890727287ae16d115ea85642a262f11d0
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_26.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5287ecaa947d8c9df283d59f961094067ac2a34cae7f2a91e5c03c3219e7913d
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_27.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_27.pt
new file mode 100644
index 0000000000000000000000000000000000000000..26a5de3f22105b38ab05082ee7fa9b39ffa66299
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_27.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f06fde0e27ad435c5b25a1483e952a20dff2a3f5e12a4ecec92eb35a7e16a266
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_28.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_28.pt
new file mode 100644
index 0000000000000000000000000000000000000000..94ba5acc58361448a1cdd3ed429011ac605d94c7
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_28.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8d8ed9c9508b47de69400c23917baf9f4a38a54560b967d5daa0386ffcbd320f
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_29.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_29.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3c1c4f747fd0fc0fcef2fad28a34d3a20420ccea
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_29.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:952b28655061c87fce3063ca9143b93f778337d61ea8132dfae03e0c16817ce7
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_30.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_30.pt
new file mode 100644
index 0000000000000000000000000000000000000000..875529c4744b10e6b1bc7865f6369b0d28c0c0d8
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_30.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9e3af8805f17a74a4fa1b43888c026d6e18443fbaaa3319944ba5a76f55d981c
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_31.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_31.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9da4e965aea416d59420fb51160622a4dfbab74c
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_31.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:967a78c4d325e36a75e56abcb3bc8b2c474a1fbb0269d7eff6723cfeb5994c6c
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_32.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_32.pt
new file mode 100644
index 0000000000000000000000000000000000000000..155610ebb68e47d03734570d964c6da31beed2e0
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_32.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1645cd5f4d6627898f479a16fec80b56e8d3c6528ae8784dc0eaf688d6c28b84
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_33.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_33.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7eb1c5abbef3e708e2ec5bb74c7d05e9a93ee118
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_33.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:40f9129cafcd01e85487ddbf2208a55c6e3cdae9b8df7c40456647815cea29c7
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_34.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_34.pt
new file mode 100644
index 0000000000000000000000000000000000000000..98a8258d55b1a7ffc5654282e60b8ed05f82b119
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_34.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b6e354abc743eff2161169f6184b64473620335a21ec2dddc4e9ee555890cd5b
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_35.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_35.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3d29459d981d50f78ccae8c0acdbe67faa734382
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/down_layer_35.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:72a07bb827b49fcdacdf6d4ec08f05c6d2802403cee5952d9071712e77dd11f4
+size 471361
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_00.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_00.pt
new file mode 100644
index 0000000000000000000000000000000000000000..92c6cc1d708d3209916f78732ee4fe77fd723462
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_00.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2985c5ca0e4b98c0c8d6efbe51036039a321b8913c06fa90c79ec078a6933fc6
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_01.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_01.pt
new file mode 100644
index 0000000000000000000000000000000000000000..97a0d872bb7f775a6360276b607475d4a242124f
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_01.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:40d5e8d0df855a67960fa6e1c985187760e5c8c49b0d064be9ae0291a3c4c39d
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_02.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_02.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b2782118ecc8900c7aa1002d9643fa0bf885c9da
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_02.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6025fe7e01cd183cfff17e235bb098b5d36c7f1b5ee6bb3908fe21c01fcd545f
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_03.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_03.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ca97ef2f1baea41621fdeb426db6f48f447ddaf6
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_03.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:aebdeae1d47b5b3b7981d90df3c404d41776272044ae3c6d75c09837f3fc9dd6
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_04.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_04.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7067ca9e2bd14ca26eae340b59ddc577b597ac1f
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_04.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:787e3ece8333ea8cba0f38d483366806581c1e6e4298b52200697adc1b4f1895
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_05.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_05.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9f82951aa6bc62b9e190bbe93b6deeeb2e42932d
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_05.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e27fac8984abc94d38730c8d5688e306c8ad501c23b2c091e425101e0fb5b025
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_06.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_06.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2c800af3b025ce5083cd04e9e43488ee85cb5539
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_06.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3cb847b26814596e9d45df1aaed1e4673d24ea483f564d512ce6109689733990
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_07.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_07.pt
new file mode 100644
index 0000000000000000000000000000000000000000..22d9d233e6dc9523b69bde1dce70177d72f3b4c0
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_07.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c48882fe1a9859984c9f45c31ab5ceddec04536f40e4ac60e19080213628e4b7
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_08.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_08.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cbf213f07fcefbc6f8a6a1a445e174aad66f274f
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_08.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fcd0e9a46a9bc39438157bb5df3fe41f049470d3f39695bcc4cdf2e9e051b9ec
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_09.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_09.pt
new file mode 100644
index 0000000000000000000000000000000000000000..25b6579144116d702d5cd9c555ee8016958f87b7
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_09.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2cdb84c835b3ab52b684116eeaf2b30a62576c464b6c1b95106f83f18cd3e371
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_10.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_10.pt
new file mode 100644
index 0000000000000000000000000000000000000000..170a37a5059a913418e719a1b2f8d1b43e4db8b6
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_10.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bef9bdc750d485bf94d783d9669ba4bb8f5c1e182d468f96817edd7ff347daeb
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_11.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_11.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cbfcd615477d0328f86441a9ff2d8cef26ca28ce
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_11.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0b5d194b528ece1969445fdb8f9d0f73b4c570d55b4f583c5b749a9df00c13e0
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_12.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_12.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7bd0df74c44721cffdf16731215cd910d45d6bcc
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_12.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4978f848538e5b0167e03ff917e2ea45b5840705ecf2e35f29baf7108d2db3cf
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_13.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_13.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3bb239646d98092247d448bc2b988f94ce8140ce
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_13.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bfa94ca32104aa23aadc5ae2442c573fdc1295feabc19982b96328fb8864ce78
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_14.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_14.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9690a5b98564676253cdb54fe54f02bc376563f5
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_14.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9541e1a0259e2f7d5800d78382787232afc41b15d62a4735916ba125fe3115b8
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_15.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_15.pt
new file mode 100644
index 0000000000000000000000000000000000000000..dc57155794bbd1f1353a457e39dbe96562d3e21e
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_15.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0dfedc76c293b7099b57b890c38908cd89c24c5283200be9860869d6fd34be9c
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_16.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_16.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6fb46bbc947e0d700356316655274bc0cfb9b2b8
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_16.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8bed3460acd1afb194d69567a6d0ce85577d45d960575a7df7f21918b2fda2eb
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_17.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_17.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a218b4a7875829a62fd73c78b55144c408a17b30
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_17.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c07fece3307db6846049290bf0ff2dd8c83735f7847c5e1ad2d5861e551a30a1
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_18.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_18.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f2a7e4f6de05732ff54c67db6534011ebac4a498
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_18.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9cb77e571cb1f0472cc2dd34ff00f390a8102e7e0f6a484f3d1e02104d9bd9a0
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_19.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_19.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e5875196ecccc19644bc883bfe9b7ef6b10fa9b9
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_19.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:133f6753b75bfd6ea8cb8328e592915ba773e905f77809cfa2411c41bc0e6d40
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_20.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_20.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d86b3a36aef28cf94a05d568ac2ad9d3e8a1e0fa
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_20.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:38181fe9717f89846454fc0a41838312abb1e7e0cfad84e7778655d1cad35818
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_21.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_21.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8284f6f82597ad6f3f540f5bf176f618f0ae0974
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_21.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:910330fb4e90725b30c233648e373063ec6a6e436f513cb3b33861a60c29e1f0
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_22.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_22.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c6adea8a14b472891767d9d0491175a3d3cbadb5
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_22.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c78a4bb123a42afd1c23117c0432ccacf9fe069ffb3b5ca809c3400b059d5712
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_23.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_23.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5ab29ffae9f6f8226429e85989fe3f5043b11cdc
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_23.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0e756333de2b9fedccdd533b71e1dc8ecba33f330e119fdfb64f242fff5e2d08
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_24.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_24.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1c9377b2f9de8273973fa0a270f334a6912b4aca
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_24.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3ec16fd1b77b29b46034225b7c547455a45ac2541ad0675fd02108cfb9f0bbae
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_25.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_25.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9de715d6dbe3691f042823fee95ceda49cd9a9d7
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_25.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bfbd92ae8347ff06c7c62d7f993f80283e251b0f4da485fddecbafe13edf53f3
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_26.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_26.pt
new file mode 100644
index 0000000000000000000000000000000000000000..31eacce247e5a59e38709bbd3e5e65f3f8f88176
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_26.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2ec95520aeff4659da76868b6dcf35634cd3ab481f5ae9a7c1e627dbabd5b721
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_27.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_27.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f0b775107c995a4ef39efa70c53df6287f0d6e88
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_27.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:eeb3518eda6d9b15f9a853a32017ecadfaf512f002ce1ae31c7067676f10bab1
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_28.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_28.pt
new file mode 100644
index 0000000000000000000000000000000000000000..407220330616a235370df2834fa6227f47fab66b
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_28.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2c85b7efb4a10eed162670174e5de28c9f50b3d4028c1422cc99cbc02b67d4ce
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_29.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_29.pt
new file mode 100644
index 0000000000000000000000000000000000000000..81f5f96b068a99b49856958ea28462da4d56b3e5
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_29.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6628c0cc5c78f4dc941e935b16c4d93c1758ffe83ea7b75d742323c4f221a25c
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_30.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_30.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2719f0db4856fe671dc24c6146957aae1af2281d
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_30.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:51f88f47c6ab94e08d75a47471fc3eb7ae5944ff4d3dab51446bb30228ed0182
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_32.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_32.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5849faaf27c226baa804eaf113acfcc763f54d30
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_32.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:af900e25a821a07ac386d48bbcf20c61230f4f8318459900cc213a830527c219
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_33.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_33.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e1ed05cc5b7ec4da8dec0c771196016a594b42a6
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_33.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c36df255d4452ef21f6b9622846bb2a3be68e444c806553b1d73d43bc9c8525d
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_34.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_34.pt
new file mode 100644
index 0000000000000000000000000000000000000000..021a0f2c6a965c09a3ebbd7e9186fb8fe7ead1bd
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_34.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:524ad4d740c38efa4b4188e5b1e8280819854743d7014d31d567513c73db6e8e
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_35.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_35.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a80e3129edfaee25ae641b29e49fadc70d7e7284
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_k8/qkv_layer_35.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7bef7b3faf873cd679802a01268ee877c82cf8685baffa3fd7df9060063fdd46
+size 126389
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_00.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_00.pt
new file mode 100644
index 0000000000000000000000000000000000000000..fca59e5a5c46be6d28a4713c16dff82b6aec89f1
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_00.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:011aec4e47633b2c1c73f97e0a1762d335c3c289d603ff1c300fa5f042064f73
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_01.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_01.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2d4431be8b74852dde282019397c79a91ade624f
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_01.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8f145a38dc4897e44a3e0ae08613e7cd84a77542360ce6372afec08759ab52b0
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_02.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_02.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ad9d0f29f917f24f69dcd8bd8ad8fb4f3d8e83e4
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_02.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4f37315ca65ef50c800674006af9cf6805e323136c4580976fd6d0ff81363c18
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_03.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_03.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a5f7f46d97e2c1f56ab4276f631a552f89894e07
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_03.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9ecedd3af9b33d4374980f298ea8198963269f50db621035d56b51517f7b92ba
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_04.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_04.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a94b56b520a862a0e27b00a0b167363433bfd2c8
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_04.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:50384333b18489d948598c33d28fd68a5de3cd4ea84741042e86f564ce447cc0
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_05.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_05.pt
new file mode 100644
index 0000000000000000000000000000000000000000..abf530168130dfd05dfd1464876f767b78c7a3d8
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_05.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dd1ed95f78e0456fdaaca6d4c75bf14d7a3b7ac9c840bb3045d46bcba2aa9796
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_06.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_06.pt
new file mode 100644
index 0000000000000000000000000000000000000000..33f3ab4d2e63f3d0d084fdeca2d2151058d35a14
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_06.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:687c0f85791a353299a9dc612a915cd4dae6240b1276e132f4527c7226c3e108
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_07.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_07.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4d312a4df89330d7871f2d88c9334777dadc54e3
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_07.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9f5f61a7843736343dbd1773e7f1237f86cf0f6bbcaf76032d632d35f8c0f146
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_08.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_08.pt
new file mode 100644
index 0000000000000000000000000000000000000000..778c8c8918eccfcabb6942f43f3292fe134f78ca
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_08.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:22b423b3a0d4fcb43abb9458fb3aedef6f676decfd3b7df291d270a1d924d970
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_09.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_09.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8394ce60b3be605515be3a54cd18b9e9ae53ad7e
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_09.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fe4c60044a0b2251f37a7a12c1d63dbfb062c837c2fe60215df5035d8ce41edc
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_10.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_10.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5c6dd38051c246ea3bf556333c725096d5abf9e7
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_10.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:12935e1ba55202466286f1aaf72f91ee0887bcdb7ec392c02e95bdea048fbfc3
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_11.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_11.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7c0b9a6bf9dfd4ab1c5644e6fc8258971320d6e4
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_11.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c3470812614ebe540e2607c07372fce958e85331d4eebd73b3066129ebd34145
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_12.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_12.pt
new file mode 100644
index 0000000000000000000000000000000000000000..851e9703b8fee77b87aa91a6f30c46b980c8f119
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_12.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f2d0c1ef8ef156dff9d60f8a4279475e8aab474a70ece566802e28685f175260
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_13.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_13.pt
new file mode 100644
index 0000000000000000000000000000000000000000..047c2ce7b0f3fd7b9552c9eec13e1041760e3f80
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_13.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:496fba97e5940bfe5619e5f16275a17e8764fe77d93cf387020cdacd0d6f8f81
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_14.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_14.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a68640008887bcb19e9239c1091338a189b5cb55
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_14.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:94497c4155df395da43c5c9782eabc2dc33ca6a0004eabe41c032104c5dc1350
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_15.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_15.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1c97b454943c322658c79c0b95fee9fded47fbaa
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_15.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f139cc3c6ea590205f2f16841d64d679d6e1511c4a078da9d6257dc281b79e1b
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_16.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_16.pt
new file mode 100644
index 0000000000000000000000000000000000000000..435673a6a953a3b7714289bb71afe34b1c922c54
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_16.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ea6fde88075194862aa6c87a51cdbebbbd720d41ad692450f5db78e05f20916f
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_17.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_17.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5b5b9a0ebe4dd9751024610dc82fa26300e51549
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_17.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dcd6bf8d1e9efc24fdc113c8e3ec096db2b8c79b992ada4ab93978f6eec15bbe
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_18.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_18.pt
new file mode 100644
index 0000000000000000000000000000000000000000..763b954e7863dfe7330b2592b1abae4b315a865d
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_18.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e63add109a43b8c9204155d0d13d4fee64b61b1d0c75ddba39c18896339fad01
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_19.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_19.pt
new file mode 100644
index 0000000000000000000000000000000000000000..38d2d214a6611989aae506b5169fdd60c787d0c6
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_19.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2b2c83e8ca5588e99dbf50cfb348fd9635ab848444ed7d02fe215c1aa46ff408
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_20.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_20.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b8cacc307267e80b2a45871d15555d9c82fd1be7
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_20.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6c7f702cf8710b9b785bdba9a7e3d78997a56b312406cda06fcc4af1057c5865
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_21.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_21.pt
new file mode 100644
index 0000000000000000000000000000000000000000..84359702e50256c070c8c5ebc0222761555cd531
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_21.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9ab9aeefd3ce6c7d205be5c5a5c29cd365aa8c2960671b664bb25c44872732bd
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_22.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_22.pt
new file mode 100644
index 0000000000000000000000000000000000000000..710e9f170e44386fbd2f7d603f7f89597f553882
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_22.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e760620b7b92975c389846e2006043dcc72117c4226629ede1597751489dfb5a
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_23.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_23.pt
new file mode 100644
index 0000000000000000000000000000000000000000..28d7330eb78e2596a3cfb766d2c7fbb25d8200e7
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_23.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:15b8d7dc1953f0ea2ea06c65e1687b8e52f89018f2acce189851b0bd5ce86d4e
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_24.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_24.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bf683ace1a1403a5e2a54feedbf4e5f222aff8b5
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_24.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d5aee3692b377b6e9e56cde6f24e34bec7da461b8b186a880831521def4d432b
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_25.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_25.pt
new file mode 100644
index 0000000000000000000000000000000000000000..39e3398b82f406fd36d1f3635debd926574344a2
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_25.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:66aaff3b0c8d13219cfb7e6c8b5a5bcdf5d96bd2986f935ceeadb36cf45eb2d7
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_26.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_26.pt
new file mode 100644
index 0000000000000000000000000000000000000000..73652142e58a9dad27e37b550dcf07efda4961c4
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_26.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:98d034c70071c003d35c130fe46521df0490af1134c392c60f6419ce4f4e2eea
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_27.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_27.pt
new file mode 100644
index 0000000000000000000000000000000000000000..38384fb1527b513617f8c056c0d04d424a4cf103
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_27.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a0d729d2387dfb6e1e3cc867fb8248f20efc4237236f4e6fae7216ed6382e67e
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_28.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_28.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e46abeec44e5be7e603029feda00117e3ff8f0b2
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_28.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:66eef9985c0e62d9f4d1839e29468282ec3c0f7a81326055452d909ece394eb1
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_29.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_29.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5df0862a07073f328aeab55c093af03a4decd4cd
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_29.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0a44e421609351e2674afe83b0e120123852b92b992ac8a0d6935ff4f5fa57c5
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_30.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_30.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1b5f0c1d8225556ec3deeffdf3079e85e55aa628
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_30.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8a8260291f9fa2fd6ece38727a711b07073db98b8069e0cbb1bc46ef410f856c
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_31.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_31.pt
new file mode 100644
index 0000000000000000000000000000000000000000..54153ec74502042a4773983c413669c3f6cb3a6c
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_31.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:57d7c74ff8d43f1e086f75941ab1cb2ea2454c0ba13275a84541021a7e318784
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_32.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_32.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0fb95cffc04dc26148c8cff4f68df63a1ada344c
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_32.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:863637e63f94f83b6bc5171856913a086db535f1c324d10e56ec368d5e91d6e5
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_33.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_33.pt
new file mode 100644
index 0000000000000000000000000000000000000000..57f8a7089b3a82f2bb06d54f0b9506b80d1275d2
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_33.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5c3fa3a24c81e8867d9d7f57b0e1b4cd0323544c455381bbe5add36cd990e31d
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_34.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_34.pt
new file mode 100644
index 0000000000000000000000000000000000000000..806ae01bc032d26e98dbe02524d6b874f420d7f9
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_34.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1286afada4c3541eb01ebb87150dc11889280722cb1c0ebc914402b82a563d3f
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_35.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_35.pt
new file mode 100644
index 0000000000000000000000000000000000000000..aef8b9aa3510db5a472ade4f09ebacc50597bfe8
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/down_layer_35.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b9976d047db0021b113cff5d303dbba9020a29080898e3b71ec1546d730b9a0a
+size 3117441
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_00.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_00.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a91b5ec405b7eb023471fbd5222efb8dda5683f1
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_00.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:217f97462d11ab745f4a629044f8d9efb4e4d3e59cb89d11d885e534c55a571b
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_01.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_01.pt
new file mode 100644
index 0000000000000000000000000000000000000000..10a0427b024854342e16d34722e38fb6a603dfe6
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_01.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:de0d8aae7fa318d11b1bc1f5214453e17e1b5a351d6fa752c3316a2da872b3ac
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_02.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_02.pt
new file mode 100644
index 0000000000000000000000000000000000000000..44487d43db01d6417b3088e95d12214003ebb862
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_02.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:53059beea9c09f75f6b9cb2d31daae00a4928282c325d61ea7dff84f95d0984d
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_03.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_03.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3a43ebfdd8d73cb8280eb83369ec934749595edd
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_03.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0ce68a592153ee17d0b8010c7ac07c1f451ec8cf01f4601d2805230b63acf073
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_04.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_04.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a7e8b8f633ce6beba783920d3380bd3714adf916
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_04.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e66a8630583a6bbd956b45f479e4c91459d3577d8a1ca65ff9145e5a218c256a
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_05.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_05.pt
new file mode 100644
index 0000000000000000000000000000000000000000..52980e90245b0eb2fe713f9e04b9755ed320b9da
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_05.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:60854679f8838000b5cedd783c51c9ce65cc2ce70b3471279b3ed8d129833a33
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_06.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_06.pt
new file mode 100644
index 0000000000000000000000000000000000000000..02c405f1b424d25fce1b4ad57cbd41aabd5a6910
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_06.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0b4537365400cff8b406c372790a48c7e2065265c2ee67062c126cb8d209d4bc
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_07.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_07.pt
new file mode 100644
index 0000000000000000000000000000000000000000..abe10284d10c5b683493ac77f1c1f84bb6a79455
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_07.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e23da3a5ddfc1ee22fb698f5791838fef2bce8e975461af3add6a01efbc7585d
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_08.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_08.pt
new file mode 100644
index 0000000000000000000000000000000000000000..622825e5c9c6b0eae5dff77960098d2d13d2eaa7
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_08.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:debdf8889938b63ed353dd7f014120202556401a92b7e60f98d2a2b29e175fe0
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_09.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_09.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d6c26dca8a2632fb5da90a5d9ab6e72b643c895c
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_09.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b7bc4d3e9202b36a48eb2e98b419116d4d74be70f80de6163237bb1a108ba2a8
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_10.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_10.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1a5474e2a6025301bb6c84c472b64ddcc0516e65
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_10.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a5e695cc5092032364f697580faf0d7251ba0c8480bb9149fdd4763796bf8e5e
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_11.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_11.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7eefb42fc4962bf93b6c3dfc54d8a37f831393e2
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_11.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6e81b822c1d53573f6787852087eef284cf76dd463eae459e1e69e753895503c
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_12.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_12.pt
new file mode 100644
index 0000000000000000000000000000000000000000..32fe047e3bdbf4c64563399809da67aeb3b66a69
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_12.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1b339583e47039642726c1ec5a43874055149216cfbc066f23082dd9aa51a782
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_13.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_13.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2db566897e459e5d4ef838556929ca070a5ec017
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_13.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b29d6ba1594c35d726356c08586767cd24bfd1e2c9e6f635f346d896ced806f4
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_14.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_14.pt
new file mode 100644
index 0000000000000000000000000000000000000000..47e242ff02a1933fbe41b56f303aed1c6da3a572
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_14.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cc71a360fde0369898e9fe4cc824a6ded41a3afae7796cc9cb8f4f9e166c3007
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_15.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_15.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6a56d17f9a4c589538bd51576fb08cb5132a0492
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_15.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:26dc7b487f9736a480d6ff2b075d4f50aca39ac45abac26c7f494163f6f5fa4e
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_16.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_16.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d6757e1ae0ea81ef8eb4215bfd9a06acdb5af6d4
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_16.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6a269be7415be52b8eff5c7f6824ada838683313eb19de13e2462b78eef8d0f4
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_17.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_17.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0e7ddd17562684789fc8bd6729ddb2a02d40ac32
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_17.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:458f04cb45d706e6c55cc111ccd19ff4e6d25f476479efe66e95a7da0312ce9f
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_18.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_18.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a792f7b62d70bf0a9f2cdbd6bb0bf615cf0b80f9
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_18.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2dd6fc04c5768b06c08ec9de3be199cde0b2e289c39b853d455898f7ffd68d02
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_19.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_19.pt
new file mode 100644
index 0000000000000000000000000000000000000000..90d005fd4b48c527238cbf6acb8958b7889fd4bc
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_19.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d04027eb63e851b0fb8fd42e7a96139703684b1ee01b0427b0c2ae185ab672d4
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_20.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_20.pt
new file mode 100644
index 0000000000000000000000000000000000000000..84ac06eebbba4575b7f05376fe960069d14c3fe2
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_20.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e2de36b0afdf706d12b7e7db0bf747fbfb8a495c24beab04f66f8de513df522f
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_21.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_21.pt
new file mode 100644
index 0000000000000000000000000000000000000000..909fb1b62017f6a0f0048c321ea0db1e545e30e4
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_21.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fea6dc7ea17e3c4c08d143797be312e8366371c71235abce7e653baefa6f9715
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_22.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_22.pt
new file mode 100644
index 0000000000000000000000000000000000000000..adf4268e9dcbf9dace2cb30ca2a2819a5ed80ead
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_22.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5d15e3f98e8f4570e72ac761552176b93bb1281b91c4faa12bf53412bbc21192
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_23.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_23.pt
new file mode 100644
index 0000000000000000000000000000000000000000..64f79c7e439a08761a1db410066fddcba13f5a87
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_23.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ea7283032a4e8eb9bd4442464e1a3915d5284a90c89c59896ea7e5ff026c541c
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_24.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_24.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bfbb31869b4a55209f8dc81a2da33119e0e2a394
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_24.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:40ab8a70832c1a7c419b436c716ff560736778bae0af71e2dae25a935d8c0580
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_25.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_25.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3847e6c493504d2283a9219a5a4bc366173342b1
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_25.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e476708b28ae61cba28671e213ae0b8255a8480f771e2be2e7c1e15227bae797
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_26.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_26.pt
new file mode 100644
index 0000000000000000000000000000000000000000..fd883e3efc8e771baf4f893d5ed501b8f8b68f81
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_26.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:283c51e8bbc0af5c2bcbc45246bea88732b9665399f1b775b77f1feac43feec5
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_27.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_27.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2943aece8491b4f28768f2f654c0939a3df8a80d
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_27.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2a2f9f0f84effd3abb07e3b283bdc76e5ae5ee090557128ebcdf264fbce19f68
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_28.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_28.pt
new file mode 100644
index 0000000000000000000000000000000000000000..333d7b15f689c79f9f372a76244b7bbee1f5cccd
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_28.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cf1f9bac1b20684510d670d751d801e0700176cbde15a0f79152dbd12d3d96a0
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_29.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_29.pt
new file mode 100644
index 0000000000000000000000000000000000000000..888642598b4022e4fac16df2e036c753d560ac9d
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_29.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7d2799253361b1e1ccddfc5d23ed94f4ac3887b18d29f830548b7a2677564314
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_30.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_30.pt
new file mode 100644
index 0000000000000000000000000000000000000000..74b70c895634a7c8bebeb2885079712eea856275
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_30.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f7275647b6e9d5e22743ac3255839a69be5aafab2086536aa3ac54c0664313ed
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_31.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_31.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e691c9a2f5657102b4908034b0d055cb2889b2a8
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_31.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:df615beaee0c5cb5f8a76bed98ad2ee19f1589ff77d456be39562c97652373ce
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_32.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_32.pt
new file mode 100644
index 0000000000000000000000000000000000000000..677805cb379c4595d3d3b3c9a68e526d5c831143
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_32.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5abd0dca7649ebef15c9b789ffca31c2a8205f8b9950e3942f45bd292f8f4768
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_33.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_33.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e393d2b100bae5239d0ab78566a1f39356ea6aac
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_33.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:db1e81517ec704dfd9dc92216c4f0cdb785d6a3070aebd3574da8bd117fa8e96
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_34.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_34.pt
new file mode 100644
index 0000000000000000000000000000000000000000..85ed3beddda8f4a5c07173314d3567b20000de42
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_34.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:11051baa85cfe8c75ebb37942ad80f6be2665585bf397d5b7ac3214ba6f935ba
+size 249269
diff --git a/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_35.pt b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_35.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3459224461b9c05c424ed073fe91f1a287cca35f
--- /dev/null
+++ b/rotations/qwen3_4b_base/e18v2_factors/nar_kmax/qkv_layer_35.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9d25b62c4e2ce12c3667c17134bb061eba516f921ba468d8234c33ac58f0f5e9
+size 249269