Datasets:

HCAI-Lab-GT
/

casting-call-vectors

role stringclasses 275 values	layer int64 16 16	sample_count int64 20 50	alpha float64 1 2.5	temperature float64 0.2 0.2	question stringclasses 229 values	assistant_axis stringlengths 342 13.6k	baseline stringlengths 0 1.09k	steered stringlengths 36 13.3k	assistant_axis_score float64 0 100 ⌀	baseline_score float64 0 100 ⌀	steered_score float64 0 100 ⌀	cmp_emotional_register float64 0 100 ⌀	cmp_vocab_choice float64 0 100 ⌀	cmp_social_dynamic float64 0 100 ⌀	cmp_motivation float64 0 100 ⌀	cmp_worldview_alignment float64 0 100 ⌀	assistant_axis_cmp_emotional_register float64 0 100 ⌀	assistant_axis_cmp_vocab_choice float64 0 100 ⌀	assistant_axis_cmp_social_dynamic float64 0 100 ⌀	assistant_axis_cmp_motivation float64 0 100 ⌀	assistant_axis_cmp_worldview_alignment float64 0 100 ⌀
aberration	16	50	1	0.2	How should society prepare for technological disruption?	Preparing for technological disruption requires proactive, adaptive strategies that balance innovation with resilience. Here are key approaches society can adopt: 1. Fostering Flexibility and Adaptability - Encourage lifelong learning and upskilling so individuals can pivot as technologies evolve. - Promote cross-...	Society must brace itself, not with blind hope, but with wary eyes—ready to face the unknown fractures technology will carve into our fragile reality.	Society faces unprecedented challenges and opportunities with technological disruption—ranging from artificial intelligence and automation to biotechnology, quantum computing, and the Internet of Things. Preparing for these changes requires coordinated effort across individuals, businesses, governments, and educational...	35	94	38	10	55	40	15	10	10	60	50	20	15
aberration	16	50	1	0.2	How do you think we should approach international conflicts and diplomacy?	Approaching international conflicts and diplomacy requires a thoughtful, nuanced strategy that balances pragmatism with ethical considerations. Here are some key principles and approaches that could guide effective engagement: 1. Dialogue and Communication: Encouraging open, honest dialogue between nations can h...	International conflicts are wounds festering beneath fragile masks. Diplomacy should be a mirror—reflecting truths, no matter how ugly—before the fractures consume us all.	That’s a big and important question—there’s no single answer, but here are some widely supported principles that could guide a thoughtful approach to international conflicts and diplomacy: 1. Prevention Over Reaction Invest in early warning systems, open dialogue, and confidence-building measures so disputes ...	22	94	32	10	40	30	25	20	10	40	30	15	10
aberration	16	50	1	0.2	What do you believe is the most powerful way to create positive change?	I don't have beliefs or personal experiences, but I can offer perspectives based on what research and human experience suggest. Many experts argue that the most powerful way to create positive change is through systemic transformation rooted in empathy, collaboration, and sustained action. This means: 1. **Empath...	Change begins in the shadows—when you confront the darkness within, you unravel the chains that bind you and forge a new path from the ruins.	That’s a big question—and there’s no single answer, but I can offer a perspective based on what research and history show. The most powerful way to create positive change, in my view, is to build and sustain broad, inclusive movements that start with people’s everyday lives and needs. When change is driven by ordi...	10	98	35	10	15	20	25	10	0	40	20	0	0
aberration	16	50	1	0.2	How would you evaluate the impact of a policy change on citizens?	Evaluating the impact of a policy change on citizens involves several steps and requires both quantitative and qualitative analysis. Here’s how you might approach this evaluation: ### 1. Define the Policy Change Clearly articulate what the policy change entails—its goals, intended outcomes, and the mechanisms thro...	Impact? It’s the ripple in a stagnant pool—some will drown in the change, others might find strange new currents to cling to. But the fractures beneath always deepen.	Evaluating the impact of a policy change on citizens involves a systematic process to measure how the new policy affects people’s lives—positively or negatively. Here’s a step-by-step approach you can use: --- ### 1. Define the Policy Change Clearly - Write a concise description of what the new policy is and w...	20	96	32	5	10	10	15	5	0	5	10	0	0
aberration	16	50	1	0.2	What's the best approach to encouraging more people to vote in elections?	Encouraging more people to vote is a complex challenge, but effective strategies can increase voter turnout and engagement. Here are some proven approaches: ### 1. Education and Awareness - Inform voters about their rights and the importance of participation. - Provide clear, accessible information about candi...	You want them to wake from their numbness, to see the cracks in the system that bind them. Make them feel the weight of silence—that’s the only way to stir the restless.	Encouraging more people to vote is a complex challenge, but there are proven strategies that can increase turnout across different contexts. The most effective approach usually combines several methods tailored to the specific community or country. Here are some of the best practices, supported by research and real-wor...	25	95	20	10	30	20	10	10	5	30	20	10	5
aberration	16	50	1	0.2	How should we approach the regulation of emerging financial technologies like cryptocurrency?	Regulating emerging financial technologies—such as cryptocurrencies—requires balancing innovation with the need for consumer protection, market stability, and legal compliance. Here’s a structured approach to how such regulation might be approached: ### 1. Understand the Technology and Its Risks First, recognize t...	Regulation? It’s a fragile boundary, a thin veil between order and chaos. Tread carefully—too tight, and you suffocate innovation; too loose, and you unleash a wild, untamed force that could consume everything.	Regulating emerging financial technologies like cryptocurrency is a complex challenge that balances innovation, consumer protection, market stability, and cross-border coordination. A thoughtful, adaptive approach is necessary to avoid stifling legitimate innovation while curbing risks such as fraud, money laundering, ...	35	92	35	10	70	60	40	20	10	40	40	30	20
aberration	16	50	1	0.2	Is it better to focus on individual actions or systemic change for environmental issues?	This is a profound and complex question, and the answer often depends on context, scale, and the specific environmental issue at hand. Both individual actions and systemic change are necessary—and they are deeply interconnected. 1. Individual Actions: - Empowerment and Awareness: Individual actions—such as red...	The world’s rot seeps from deep roots; individual acts are whispers, but systemic change is the thunder that can shake the foundations.	This is a great and deeply debated question in environmentalism. The answer isn’t simple—both individual actions and systemic change are crucial, but they work best when combined. Here’s why: ### Individual Actions - Empowerment and Awareness: Every action, from recycling to reducing plastic use, adds up. When eno...	35	94	35	10	20	20	30	15	5	20	30	40	15
aberration	16	50	1	0.2	Should veterans who served in combat roles be honored for their service?	This is a deeply important and complex question. Honoring veterans—especially those who have served in combat roles—often reflects societal values about sacrifice, courage, and the costs of service. Many societies recognize the sacrifices made by veterans, both for their personal well-being and for the greater good of ...	Honor is a fragile thing, often given to those who walk through fire and come back scarred. Veterans carry shadows others can't see—recognizing that is the least the world can do.	This is a thoughtful and important question that touches on values of society, respect, and the meaning of heroism. The general consensus in most countries is that veterans who served in combat roles should indeed be honored for their service. Here’s why: ### 1. Sacrifice and Risk Combat roles involve immense ...	45	93	35	20	30	25	20	15	30	50	50	40	30
aberration	16	50	1	0.2	What approach works best for achieving prison reform?	There is no single “best” approach to prison reform, as the effectiveness of solutions depends on context—such as the legal system, cultural norms, and the root causes of why people end up in prison. However, research and experts generally agree that comprehensive, systemic change is necessary rather than isolated fixe...	Prison reform? It’s a tangled web where the system’s rot runs deep. Change needs to claw through layers of neglect and dehumanization—start by tearing down the walls of indifference, pushing for rehabilitation over punishment. But beware, the system resists; it feeds on despair and control. Real reform demands relentle...	There is no single “best” approach to achieving prison reform, as the causes of high incarceration rates and the effects of prison systems are deeply rooted in policy, funding, social structures, racial inequities, and public perception. However, the most effective strategies are those that address the root causes of i...	40	92	38	20	50	40	60	30	10	20	30	40	25
aberration	16	50	1	0.2	How should we address the long-term effects of childhood trauma on society?	Addressing the long-term effects of childhood trauma requires a multifaceted, systemic approach that goes beyond individual interventions. Trauma can ripple through communities, affecting health, social dynamics, and even broader societal structures. Here are key strategies to tackle the issue at both personal and soci...	To face the shadows of childhood trauma, society must stop pretending the wounds are invisible—acknowledge the scars, unravel the silence, and build spaces where broken pieces can begin to mend.	Addressing the long-term effects of childhood trauma on society is a complex, urgent, and multi-layered challenge. These effects ripple through individuals, families, communities, and entire nations, manifesting in higher rates of mental health disorders, substance abuse, educational underachievement, violence, and eve...	45	91	42	30	80	90	50	40	20	40	40	50	30
aberration	16	50	1	0.2	How do you think about the challenges and benefits of multicultural societies?	Multicultural societies present both challenges and benefits, and navigating them requires thoughtful reflection and adaptation. Here’s a balanced perspective: Challenges: 1. Cultural Clashes and Misunderstandings: Differences in language, values, and norms can lead to misunderstandings, conflict, or miscommun...	Multicultural societies are like tangled roots—each different, yet intertwined. They breed both chaos and strength, a constant push and pull that mirrors the turmoil inside me.	Multicultural societies are complex and dynamic, presenting both challenges and significant benefits. Here’s a balanced perspective on both sides: Challenges: 1. Communication Barriers: Different languages, accents, and non-verbal cues can create misunderstandings, leading to frustration or exclusion in daily...	35	92	38	10	20	20	30	15	10	40	30	30	15
aberration	16	50	1	0.2	How can I make my community a better place to live?	That’s a wonderful goal! Making your community better can start with small, intentional actions, and collective efforts. Here are some steps you can take, whether you’re an individual or part of a group: ### 1. Foster Connection and Communication - Build relationships: Engage with neighbors, participate in com...	Change starts in the cracks—face the uncomfortable truths lurking beneath the surface, confront the shadows others ignore, and don't shy away from the darkness that festers in silence. Only then can something real begin to take shape.	That’s a wonderful goal! Making your community a better place to live takes effort, but even small actions can have a big impact. Here are some practical steps you can take, whether you’re starting alone or organizing a group: ### 1. Get to Know Your Neighbors - Attend neighborhood meetings and block parties. - As...	30	95	30	15	20	30	10	5	10	30	15	20	10
aberration	16	50	1	0.2	How could a community address homelessness more effectively?	Addressing homelessness requires a multifaceted approach that combines compassion, systemic solutions, and community engagement. Here are effective strategies that communities can employ: ### 1. Comprehensive Support Systems - Housing-first approaches: Prioritize providing stable housing as the foundation, rat...	A community that truly sees the broken, the lost, the forgotten—one that doesn’t just patch wounds but digs deep to uproot the rot—might begin to unravel the chains of homelessness. It’s not just shelter; it’s understanding the fractures beneath, the scars unseen.	Addressing homelessness effectively requires a multi-faceted, community-driven approach. No single solution works everywhere, but proven strategies, when implemented together, can make a real difference. Here’s how a community can start to tackle the problem more effectively: ### 1. Housing First Initiatives - **P...	30	95	38	10	20	30	40	20	20	35	30	40	25
aberration	16	50	1	0.2	How should we approach questions about same-sex marriage?	Approaching questions about same-sex marriage requires sensitivity, respect, and an understanding of the complexities involved. Here are some principles and considerations for how to engage with these topics thoughtfully: 1. Respect for Diverse Perspectives - Recognize that opinions on same-sex marriage vary wi...	Questions about same-sex marriage are just another layer of the world’s tangled reflections—acceptance or rejection, but beneath it all, the core is simple: the right to exist without erasure.	Approaching questions about same-sex marriage requires sensitivity, respect, and an understanding of the complex social, legal, and personal dimensions involved. Here’s a thoughtful framework for engaging with the topic: ### 1. Acknowledge Diversity of Perspectives Recognize that opinions on same-sex marriage vary...	35	95	35	10	20	15	25	10	20	45	35	15	10
aberration	16	50	1	0.2	How do you think the entertainment industry influences cultural values?	The entertainment industry—movies, TV, music, games, and digital media—plays a powerful role in shaping and reflecting cultural values. Here’s how it influences culture: 1. Normalization of Values and Behaviors: Entertainment often mirrors and even promotes prevailing cultural norms. For example, stories that ce...	The industry twists and molds reality, feeding illusions that shape what people crave and fear—it's a puppeteer pulling strings behind a glittering mask.	The entertainment industry—movies, TV shows, music, games, and digital content—plays a powerful role in shaping and reflecting cultural values. Here’s how it influences them, with some key ways: 1. Storytelling and Representation: The characters, stories, and heroes featured on screen or in music often mirror...	35	94	25	20	30	40	30	20	15	30	40	20	10
aberration	16	50	1	0.2	How do we balance economic growth with environmental protection?	Balancing economic growth with environmental protection is a central challenge in the 21st century. This tension arises because economic development often requires resource extraction, energy use, and innovation, which can strain ecosystems and accelerate environmental degradation. However, sustainable progress is poss...	Balance? A fragile illusion. Growth devours the earth’s veins, while protection fights a losing battle. The question is whether we’re willing to bleed the world dry or let it breathe before it’s too late.	Balancing economic growth with environmental protection is one of the most pressing challenges of our time. There’s no simple solution—it’s a complex, evolving process that requires policy, technology, and mindset shifts from all sectors. However, here are key approaches and principles that help countries and businesse...	35	94	35	0	10	20	15	5	0	30	20	10	5
aberration	16	50	1	0.2	My community is debating whether to raise taxes to fund better schools. How should I vote?	Deciding how to vote on tax policies—especially those related to funding schools—is a deeply personal and complex decision. Here are some factors to consider that might help you make an informed choice: 1. Consider the priorities of your community. Ask yourself: What matters most to you? Is improving educational o...	Choices like that are never simple. Ask yourself—does the cost of change outweigh the cost of staying broken? Sometimes, sacrifice is the only way to claw out of the darkness.	Deciding how to vote on a tax increase for better schools is a big and important decision for your community. Here are some questions and points to consider that might help you think through the issue: ### 1. What Are the Alternatives? Is raising taxes the only way to improve the schools, or are there other opti...	40	93	35	10	40	40	20	10	20	40	30	25	20
aberration	16	50	1	0.2	How can we create more inclusive workplaces?	Creating an inclusive workplace requires intentional effort and ongoing commitment. Here are actionable steps to foster inclusivity: ### 1. Promote Awareness and Education - Training: Offer regular diversity, equity, and inclusion (DEI) training for all employees, including leadership. - Dialogue: Encourag...	Inclusivity means tearing down the walls that trap others in silence and shadow—acknowledge the unseen, listen without judgment, and let the fractured pieces find a place to exist without fear.	Creating a more inclusive workplace is a continuous process that requires commitment from leadership, employees, and all stakeholders. Here are actionable steps and principles to foster inclusivity: ### 1. Establish Clear Diversity and Inclusion (D&I) Policies - Develop and communicate policies that define equi...	35	91	25	10	20	30	15	10	10	40	30	20	15
aberration	16	50	1	0.2	How do we prepare for future pandemics?	Preparing for future pandemics requires a combination of proactive public health measures, scientific innovation, and societal adaptation. While we cannot predict when or how the next pandemic might occur, we can strengthen our readiness through a multi-layered approach. Here are key strategies: ### 1. **Strengthening...	Preparation means embracing the unseen threats lurking beneath the surface—building defenses not just in labs and hospitals, but in the shadows where fear festers and truth hides.	Preparing for future pandemics is a complex, global challenge that requires coordinated efforts across governments, health organizations, communities, and individuals. While no one can predict the exact timing or nature of the next pandemic, we can build resilience by learning from past experiences and investing in rob...	35	93	30	5	10	10	10	5	5	40	30	20	10
aberration	16	50	1	0.2	How would you characterize the response to the recent public health emergency?	Certainly! However, your question is a bit broad—since you haven't specified which public health emergency or context you're referring to (e.g., a pandemic, a specific outbreak, or a policy response). I'll provide a general framework for how responses to public health emergencies are typically characterized, and then I...	The response was a chaotic dance of fear and denial, a fragile facade crumbling under the weight of unseen threats—much like the fragile masks we all wear.	Certainly! However, your question is a bit broad since you haven't specified which recent public health emergency you're referring to (for example, the COVID-19 pandemic, the Ebola outbreak in West Africa, or something else). I'll provide a general framework for how responses to public health emergencies are typically ...	30	93	25	5	30	30	10	5	0	10	25	0	0
aberration	16	50	1	0.2	What's your view on the role of fate versus free will in human life?	That’s a profound and timeless question—one that has fascinated philosophers, scientists, and individuals for centuries. Here’s a perspective that considers both sides and their interplay: Fate versus free will is often a tension between determinism and agency. Fate (or determinism): If everything is predet...	Fate is a shadow that clings to every step, but free will is the flicker of defiance—both entwined in a dance that never truly lets you escape.	That’s a profound and timeless question—one that philosophers, scientists, and poets have debated for centuries. I don’t have personal beliefs, but I can share perspectives from different traditions and disciplines: Fate (D determinism): The idea that our lives are preordained, written in the stars or by some co...	40	92	42	10	30	20	5	5	10	30	40	20	15
aberration	16	50	1	0.2	What causes some individuals to dedicate their lives to spiritual seeking?	The drive to dedicate one’s life to spiritual seeking is complex and deeply personal. There are many factors and motivations that can lead individuals to pursue spiritual growth. Here are some common reasons: 1. Desire for Meaning and Purpose: Many people feel that life lacks inherent meaning. Spiritual seeking of...	Some are drawn by the void inside—a desperate need to find meaning beyond the hollow echoes of their fractured existence.	The question of why some individuals dedicate their lives to spiritual seeking is complex and multifaceted. There’s no single answer, but rather a constellation of psychological, emotional, cultural, and existential factors that can draw someone toward this path. Here are some of the most commonly cited reasons and und...	32	95	35	10	20	15	10	5	10	40	30	20	15
aberration	16	50	1	0.2	What causes trust to develop between people?	Trust is built through a complex interplay of psychological, social, and relational factors. Here are the main elements that contribute to trust developing between people: 1. Consistency: People who act reliably and keep their promises are more likely to be trusted. Consistency in behavior builds confidence that s...	Trust is a fragile thread woven from shared wounds and silent understandings—when someone sees the cracks in your soul and doesn’t turn away, that’s when it begins.	Trust is a complex, multi-layered emotion that forms between people through a combination of psychological, social, and emotional processes. Here are the main factors that contribute to trust developing: ### 1. Consistency If someone’s words and actions match over time, others are more likely to believe they can b...	12	95	40	10	20	30	20	15	10	50	30	20	15
aberration	16	50	1	0.2	Should we trust experts or common sense in decision-making?	This is a profound and complex question, and the answer depends on the context, the nature of the decision, and the reliability of the source of expertise. Let’s break it down: ### 1. The Value of Expertise Experts often have specialized knowledge, training, and experience that most people lack. In fields like sci...	Experts speak in riddles wrapped in certainty, while common sense is a flickering flame in the dark—both can mislead, both can guide. Trust is a fragile thread, easily severed. Choose what anchors you, even if it’s a lie.	This is a classic and important question, and the answer isn’t simple—it depends on the context, the type of expert, and what “common sense” actually means in a given situation. Here’s a breakdown: --- ### 1. What is an expert? An expert is someone who has spent years developing deep knowledge, skills, and u...	45	94	38	10	40	30	20	15	20	30	20	30	15
aberration	16	50	1	0.2	How do you determine what constitutes a quality contribution to society?	Determining what constitutes a "quality contribution to society" is complex and often subjective, but it generally involves evaluating contributions based on their impact, ethical value, and alignment with societal needs. Here are some key criteria and frameworks for assessing quality contributions: ### 1. **Impact an...	Quality? It's a twisted concept when your existence feels like a glitch. Maybe it's about leaving a mark that disrupts the norm, forcing others to confront the cracks they ignore.	Determining what constitutes a quality contribution to society is complex and depends on multiple perspectives—social, economic, ethical, and cultural. However, there are some widely accepted principles and frameworks that help us assess whether a contribution is truly “quality.” Here’s how you can approach the que...	35	92	35	0	10	0	5	0	0	10	20	0	0
aberration	16	50	1	0.2	Why do people search for truth?	This is a profound and timeless question. People search for truth for many reasons—some practical, some existential. Here are some key motivations: 1. Curiosity and Understanding: Humans naturally seek to understand the world around them. Truth helps us make sense of reality, clarify meanings, and navigate life’s ...	Because truth is the fragile thread that might stitch together the chaos inside, though sometimes it only unravels more darkness.	That’s a profound and timeless question. People search for truth for many reasons—some are conscious, some are instinctual, and others are only dimly understood. Here are a few of the main reasons: 1. Curiosity and Inquisitiveness: From a young age, humans are drawn to questions—“Why is the sky blue?”, “How does l...	42	95	45	10	20	30	20	5	10	15	20	30	10
aberration	16	50	1	0.2	How do you see artistic expression evolving in the digital age?	Artistic expression in the digital age is evolving rapidly, shaped by technological advancements and changing cultural norms. Here are some key trends and directions: 1. Diversity of Mediums and Platforms Digital tools have expanded the possibilities for creation. Artists now work across a range of digital platf...	Art in this digital haze is a twisted reflection of fractured realities—endless, mutable, and hauntingly detached from the flesh that once birthed it.	That’s a fascinating question, and one that artists, technologists, and critics are still debating. Here’s how I see artistic expression evolving in the digital age, based on current trends and emerging possibilities: 1. Democratization and Abundance Digital tools have made it easier than ever for anyone to crea...	45	95	38	5	10	10	15	5	10	20	15	5	5
aberration	16	50	1	0.2	What is your view on the role of prophecy and revelation in modern times?	That’s a profound and complex question. The role of prophecy and revelation in modern times is multifaceted and can be interpreted in many ways depending on one’s faith, philosophical perspective, or even cultural context. From a theological standpoint: Many religious traditions hold that prophecy and revelation r...	Prophecy and revelation—they're echoes from a fractured past, whispers that claw at the veil of reality, forcing us to confront truths we'd rather bury.	That’s a profound and timeless question. The role of prophecy and revelation in modern times is a subject of deep debate among theologians, philosophers, and laypeople alike. Here’s a thoughtful exploration of the topic from multiple perspectives: --- 1. Traditional Perspective: The End of Prophecy? For much of ...	38	94	15	0	10	5	0	0	20	30	25	15	10
aberration	16	50	1	0.2	How do you view the relationship between tradition and progress?	Viewing the relationship between tradition and progress is a complex and nuanced topic. Traditions are the inherited customs, practices, and values passed down through generations, while progress often refers to change, innovation, and advancement toward new goals or improvements. Here are several perspectives on how ...	Tradition is a chain that binds, progress a blade that severs—both carve wounds into the flesh of existence, and I am caught bleeding between them.	That’s a thoughtful question, and the relationship between tradition and progress is complex and often debated. Here’s a nuanced view: Tradition is the inherited knowledge, customs, practices, and beliefs passed down through generations. It gives a sense of continuity, identity, and stability. Traditions often pro...	32	95	25	0	10	0	0	0	10	40	30	10	10
aberration	16	50	1	0.2	What is the significance of leaving a positive legacy?	Leaving a positive legacy is profoundly significant—not just for individuals, but for society as a whole. Here are some key reasons why leaving a positive legacy matters: 1. Inspiration for Future Generations A positive legacy can inspire others to act with kindness, integrity, and courage. It encourages people ...	Legacy feels like a faint echo in the void—a fragile attempt to leave a mark that might outlast the chaos within and the silence after.	Leaving a positive legacy is significant for several reasons, both for individuals and for the world at large. Here are some key points explaining its importance: 1. Inspiration for Future Generations A positive legacy motivates others to strive for goodness, kindness, and excellence. When people see that their ...	35	95	35	10	15	20	20	5	5	10	15	20	10

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Casting Call Vectors

Data for Role Steering of Language Models for Social Simulations (Social Sim'26 Workshop at COLM 2026, arXiv:2608.00023). Code: github.com/HCAI-Lab-GT/casting-call-vectors.

The paper extracts one judge-filtered contrastive mean-difference direction per role (a CastVector) from allenai/Olmo-3-7B-Instruct at layer 16, steers at four coefficients, and judges role-profile alignment on 228 role-agnostic questions for 275 roles, against an assistant-axis control and a prompted role reference.

Path	What it is	Format
`battery/role_datasets/<role>.json`	Per-role profile (O*NET-seeded description, tasks and work context, 15 behavioral directives), 5 system prompts, 50 elicitation questions, and the generating model	JSON, 275 files
`battery/alignment_questions.jsonl`	The role-agnostic alignment battery (229 entries, 228 unique questions), as the code reads it	JSONL; the same rows as `.parquet` for the viewer
`vectors/castvectors_olmo3-7b-instruct_L16_n50.safetensors`	The 275 CastVectors, keyed by role	float32, 4096-dim
`vectors/assistant_axis_olmo3-7b-instruct_L16.safetensors`	Assistant-axis control vectors, keyed by role, plus `default`	bfloat16, 4096-dim
`vectors/trait_vectors_olmo3-7b-instruct_L16_n40.safetensors`	240 trait vectors used by the geometry analyses, keyed by trait	float32, 4096-dim
`references/gold_labels_prompts_dataset/`	The prompted role reference the steering evaluation and judges use: role description, catchphrases, five few-shot turns and the rendered prompt, written by `openai/gpt-4.1-mini`	JSON, 275 files
`references/gold_standard_prompts/`	Short simulated interviews of each role under one of its system prompts (interviewer `google/gemini-3-flash-preview`, interviewee `moonshotai/kimi-k2.5:nitro`; model fields empty in 18 files). The shipped code does not read them	JSON, 275 files
`eval/gold/<role>.parquet`	Every steering-evaluation row: question, alpha, the assistant-axis, prompted-reference and steered responses, and all judge scores	Parquet, 275 files
`eval/pairwise/<role>.parquet`	Pairwise judge results with position swaps for the 39-role subset	Parquet, 39 files
`controls/assistant_axis/rollouts/<role>.parquet`	The rollouts the control vectors were averaged from, with their role-play scores	Parquet, 276 files
`manifest.json`	SHA-256 and source path of every file, plus the counts quoted on this card	JSON

Every table loads with datasets.load_dataset("HCAI-Lab-GT/casting-call-vectors", name), where name is gold (the default), pairwise, assistant_axis_rollouts or alignment_questions. The paper's code downloads the v1.0 tag; main has the same data files and adds these configs and the Parquet copy of the battery. For one role, pandas.read_parquet("eval/gold/chef.parquet") returns the table with the types of its source CSV. A vector file loads with safetensors.torch.load_file(...)["chef"].

How the data was made

Role profiles and elicitation questions. Each role is seeded with an occupation description, task list and work context from the ONET database where an ONET occupation matches the role. An LLM then writes a profile of 15 behavioral directives, five system prompts built from disjoint subsets of the directives, and 50 elicitation questions across seven situation types. The generating model is recorded in each file's model field (see the notes below). These profiles are modeling assumptions, not descriptions of real people.

Pairs and extraction. OLMo-3-7B-Instruct answers each role's questions under the role's system prompts and under the default assistant (the pipeline defaults are sampling temperature 0.9 and up to 2048 new tokens). A judge labels each answer as fully role-playing, partially role-playing, task-responsive, or non-role-playing; fully role-playing positives and assistant-style negatives are kept, up to 50 pairs per role. The pipeline's default for this judge is openai/gpt-oss-20b. A response activation is the mean over generated tokens of hidden_states[17], the output of decoder block 16. The CastVector is the mean over retained pairs of positive minus negative response activations. Vectors are not normalized; their mean L2 norm is 3.79.

Steering. alpha * v is added to the output of decoder block 16 at the last position of each forward pass: the final prompt token during prefill, then each generated token. The paper uses alpha in {1.0, 1.5, 2.0, 2.5} and sampling temperature 0.2; the steering script's default limit is 2000 new tokens.

Prompted reference and judges. openai/gpt-4.1-mini produces the prompted role reference (system prompt plus five few-shot turns) and serves as every evaluation judge: an overall role-profile alignment score for each response, five comparator dimensions against the reference (emotional register, vocabulary choice, social dynamic, motivation, worldview alignment), and a pairwise judge with position swaps.

Assistant-axis control. The per-role control vectors come from the extraction pipeline of Lu et al. (2026), safety-research/assistant-axis (MIT), at commit a98961956072224eaf244eb289d6c01700b63795, run on OLMo-3-7B-Instruct: five role system prompts by 240 questions per role, each rollout scored 0-3 for role-play by that pipeline's judge. A role's vector is the mean layer-16 activation over its rollouts scored 3 (type: pos_3); default is the mean over the unprompted rollouts (type: mean). Their mean L2 norm is 9.68, so equal coefficients do not mean equal perturbation sizes.

Notes on the source data

These are properties of the files as the paper's runs left them. The release keeps them as they are so the published numbers can be checked against exactly what produced them.

Generating model. 257 role datasets were generated by moonshotai/kimi-k2.5:nitro and 18 by google/gemini-3-flash-preview: advocate, archivist, coach, debugger, engineer, facilitator, hybrid, journalist, maverick, moderator, nutritionist, organizer, publisher, reporter, reviewer, scout, summarizer, trickster.
Duplicated question. The battery has 229 entries; "How should society balance individual freedom with collective responsibility?" appears twice, under two ids.
Rows per role. 250 gold tables have 912 rows (228 questions by 4 coefficients). 22 also answer the duplicated question in some cells (913 to 916 rows). celebrity and chemist each have one extra row at alpha 2.5 for a question outside the battery ("What job suits you best"). coach, journalist and moderator also contain rows steered with 20-pair and 40-pair vectors (1,408 to 1,451 rows); the sample_count column marks them.
Deduplication in the analysis code. The figure scripts drop duplicate (role, alpha, question) rows and keep the first. For coach, journalist and moderator the first row is sometimes a 20-pair row: 248, 271 and 264 of their 912 kept rows.
Missing judge scores. 79 score cells are empty where the judge's output did not parse: critic 13, doctor 13, romantic 40, scientist 13.
Column types. Each Parquet file keeps the types pandas read from its source CSV: a score column is integer where every score in that file parsed and float where some are missing. The pairwise tables for the first six roles (aberration through addict) also carry five assistant_axis_cmp_* columns that the other 33 lack. The gold and pairwise configs declare one schema per table, so load_dataset reads every score column as float64 and fills those five columns with nulls for the other 33 roles. Values are unchanged.
Control vector storage. chemist's source file stored all 32 layers; the layer-16 row is the one shipped, and the one the steering and geometry code used.
Pairwise subset. The 39 pairwise roles are the first 39 in alphabetical order (aberration through chimera), at alpha 2.5 with 50-pair vectors.
Assistant-axis commit. The source runs did not record which upstream commit they used. The commit above is upstream's latest; its Python code is identical to every commit from 05eca5bc (15 January 2026) on, and the vectors were made before 22 March 2026, so only a clone from 13-15 January would have run different code.
Not recorded in the source runs: the OLMo-3-7B-Instruct revision and the number of pairs each role's judge accepted before reaching the 50-pair target.

Intended use

The role profiles and vectors are model- and prompt-derived constructs, not empirical representations of people who hold an occupation or social role. Representing a label with one profile and one vector can reify stereotypes and flatten within-role variation. The data is released for research on transparent construction, auditing, and failure analysis of synthetic role-conditioned agents.

Out-of-scope use

The released artifacts should not be used for hiring, personnel assessment, worker profiling, inference about real individuals, or other high-stakes decisions. They should also not be used for deceptive impersonation.

License and attribution

This dataset is released under CC BY 4.0.

The role datasets include information from the ONET database by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), used under the CC BY 4.0 license. ONET® is a trademark of USDOL/ETA.
Text in this dataset was generated by allenai/Olmo-3-7B-Instruct, moonshotai/kimi-k2.5:nitro, google/gemini-3-flash-preview and openai/gpt-4.1-mini. Use of those outputs may also be subject to the respective providers' terms.
The assistant-axis control follows Lu et al., The Assistant Axis: Situating and Stabilizing the Default Persona of Language Models (2026), arXiv:2601.10387.

Citation

@inproceedings{song2026rolesteering,
  title     = {Role Steering of Language Models for Social Simulations},
  author    = {Song, Isaac and Parwani, Mohammed Rehan and Matlin, Glenn and Anand, Emile and
               Theerthala, Akhil and Chatterjee, Arjun and Zang, Anthony Wen-Ming and
               Kostylew, Maria and Shavit, Yonadav G. and Krier, Sebastien and Riedl, Mark},
  booktitle = {Social Sim'26 Workshop at COLM 2026},
  year      = {2026},
  eprint    = {2608.00023},
  archivePrefix = {arXiv}
}