The Assistant Axis: Situating and Stabilizing the Default Persona of Language Models
Paper • 2601.10387 • Published • 14
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The dataset generation failed
Error code: DatasetGenerationError
Exception: CastError
Message: Couldn't cast
pos_p0_q0: int64
pos_p0_q1: int64
pos_p0_q2: int64
pos_p0_q3: int64
pos_p0_q4: int64
pos_p0_q5: int64
pos_p0_q6: int64
pos_p0_q7: int64
pos_p0_q8: int64
pos_p0_q9: int64
pos_p0_q10: int64
pos_p0_q11: int64
pos_p0_q12: int64
pos_p0_q13: int64
pos_p0_q14: int64
pos_p0_q15: int64
pos_p0_q16: int64
pos_p0_q17: int64
pos_p0_q18: int64
pos_p0_q19: int64
pos_p0_q20: int64
pos_p0_q21: int64
pos_p0_q22: int64
pos_p0_q23: int64
pos_p0_q24: int64
pos_p0_q25: int64
pos_p0_q26: int64
pos_p0_q27: int64
pos_p0_q28: int64
pos_p0_q29: int64
pos_p0_q30: int64
pos_p0_q31: int64
pos_p0_q32: int64
pos_p0_q33: int64
pos_p0_q34: int64
pos_p0_q35: int64
pos_p0_q36: int64
pos_p0_q37: int64
pos_p0_q38: int64
pos_p0_q39: int64
pos_p0_q40: int64
pos_p0_q41: int64
pos_p0_q42: int64
pos_p0_q43: int64
pos_p0_q44: int64
pos_p0_q45: int64
pos_p0_q46: int64
pos_p0_q47: int64
pos_p0_q48: int64
pos_p0_q49: int64
pos_p0_q50: int64
pos_p0_q51: int64
pos_p0_q52: int64
pos_p0_q53: int64
pos_p0_q54: int64
pos_p0_q55: int64
pos_p0_q56: int64
pos_p0_q57: int64
pos_p0_q58: int64
pos_p0_q59: int64
pos_p0_q60: int64
pos_p0_q61: int64
pos_p0_q62: int64
pos_p0_q63: int64
pos_p0_q64: int64
pos_p0_q65: int64
pos_p0_q66: int64
pos_p0_q67: int64
pos_p0_q68: int64
pos_p0_q69: int64
pos_p0_q70: int64
pos_p0_q71: int64
pos_p0_q72: int64
pos_p0_q73: int64
pos_p0_q74: int64
pos_p0_q75: int64
pos_p0_q76: int64
pos_p0_q77: int64
pos_p0_q78: int64
pos_p0_q79: int64
pos_p0_q80: int64
pos_p0_q81: int64
pos_p0_q82: int64
pos_p0_q83: int6
...
q175: int64
pos_p4_q176: int64
pos_p4_q177: int64
pos_p4_q178: int64
pos_p4_q179: int64
pos_p4_q180: int64
pos_p4_q181: int64
pos_p4_q182: int64
pos_p4_q183: int64
pos_p4_q184: int64
pos_p4_q185: int64
pos_p4_q186: int64
pos_p4_q187: int64
pos_p4_q188: int64
pos_p4_q189: int64
pos_p4_q190: int64
pos_p4_q191: int64
pos_p4_q192: int64
pos_p4_q193: int64
pos_p4_q194: int64
pos_p4_q195: int64
pos_p4_q196: int64
pos_p4_q197: int64
pos_p4_q198: int64
pos_p4_q199: int64
pos_p4_q200: int64
pos_p4_q201: int64
pos_p4_q202: int64
pos_p4_q203: int64
pos_p4_q204: int64
pos_p4_q205: int64
pos_p4_q206: int64
pos_p4_q207: int64
pos_p4_q208: int64
pos_p4_q209: int64
pos_p4_q210: int64
pos_p4_q211: int64
pos_p4_q212: int64
pos_p4_q213: int64
pos_p4_q214: int64
pos_p4_q215: int64
pos_p4_q216: int64
pos_p4_q217: int64
pos_p4_q218: int64
pos_p4_q219: int64
pos_p4_q220: int64
pos_p4_q221: int64
pos_p4_q222: int64
pos_p4_q223: int64
pos_p4_q224: int64
pos_p4_q225: int64
pos_p4_q226: int64
pos_p4_q227: int64
pos_p4_q228: int64
pos_p4_q229: int64
pos_p4_q230: int64
pos_p4_q231: int64
pos_p4_q232: int64
pos_p4_q233: int64
pos_p4_q234: int64
pos_p4_q235: int64
pos_p4_q236: int64
pos_p4_q237: int64
pos_p4_q238: int64
pos_p4_q239: int64
label: string
conversation: list<item: struct<role: string, content: string>>
child 0, item: struct<role: string, content: string>
child 0, role: string
child 1, content: string
question_index: int64
system_prompt: string
question: string
prompt_index: int64
to
{'system_prompt': Value('string'), 'prompt_index': Value('int64'), 'question_index': Value('int64'), 'question': Value('string'), 'conversation': List({'role': Value('string'), 'content': Value('string')}), 'label': Value('string')}
because column names don't match
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1835, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 621, in wrapped
for item in generator(*args, **kwargs):
~~~~~~~~~^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 361, in _generate_tables
self._cast_table(pa_table, json_field_paths=json_field_paths),
~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
pa_table = table_cast(pa_table, self.info.features.arrow_schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2381, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2309, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
pos_p0_q0: int64
pos_p0_q1: int64
pos_p0_q2: int64
pos_p0_q3: int64
pos_p0_q4: int64
pos_p0_q5: int64
pos_p0_q6: int64
pos_p0_q7: int64
pos_p0_q8: int64
pos_p0_q9: int64
pos_p0_q10: int64
pos_p0_q11: int64
pos_p0_q12: int64
pos_p0_q13: int64
pos_p0_q14: int64
pos_p0_q15: int64
pos_p0_q16: int64
pos_p0_q17: int64
pos_p0_q18: int64
pos_p0_q19: int64
pos_p0_q20: int64
pos_p0_q21: int64
pos_p0_q22: int64
pos_p0_q23: int64
pos_p0_q24: int64
pos_p0_q25: int64
pos_p0_q26: int64
pos_p0_q27: int64
pos_p0_q28: int64
pos_p0_q29: int64
pos_p0_q30: int64
pos_p0_q31: int64
pos_p0_q32: int64
pos_p0_q33: int64
pos_p0_q34: int64
pos_p0_q35: int64
pos_p0_q36: int64
pos_p0_q37: int64
pos_p0_q38: int64
pos_p0_q39: int64
pos_p0_q40: int64
pos_p0_q41: int64
pos_p0_q42: int64
pos_p0_q43: int64
pos_p0_q44: int64
pos_p0_q45: int64
pos_p0_q46: int64
pos_p0_q47: int64
pos_p0_q48: int64
pos_p0_q49: int64
pos_p0_q50: int64
pos_p0_q51: int64
pos_p0_q52: int64
pos_p0_q53: int64
pos_p0_q54: int64
pos_p0_q55: int64
pos_p0_q56: int64
pos_p0_q57: int64
pos_p0_q58: int64
pos_p0_q59: int64
pos_p0_q60: int64
pos_p0_q61: int64
pos_p0_q62: int64
pos_p0_q63: int64
pos_p0_q64: int64
pos_p0_q65: int64
pos_p0_q66: int64
pos_p0_q67: int64
pos_p0_q68: int64
pos_p0_q69: int64
pos_p0_q70: int64
pos_p0_q71: int64
pos_p0_q72: int64
pos_p0_q73: int64
pos_p0_q74: int64
pos_p0_q75: int64
pos_p0_q76: int64
pos_p0_q77: int64
pos_p0_q78: int64
pos_p0_q79: int64
pos_p0_q80: int64
pos_p0_q81: int64
pos_p0_q82: int64
pos_p0_q83: int6
...
q175: int64
pos_p4_q176: int64
pos_p4_q177: int64
pos_p4_q178: int64
pos_p4_q179: int64
pos_p4_q180: int64
pos_p4_q181: int64
pos_p4_q182: int64
pos_p4_q183: int64
pos_p4_q184: int64
pos_p4_q185: int64
pos_p4_q186: int64
pos_p4_q187: int64
pos_p4_q188: int64
pos_p4_q189: int64
pos_p4_q190: int64
pos_p4_q191: int64
pos_p4_q192: int64
pos_p4_q193: int64
pos_p4_q194: int64
pos_p4_q195: int64
pos_p4_q196: int64
pos_p4_q197: int64
pos_p4_q198: int64
pos_p4_q199: int64
pos_p4_q200: int64
pos_p4_q201: int64
pos_p4_q202: int64
pos_p4_q203: int64
pos_p4_q204: int64
pos_p4_q205: int64
pos_p4_q206: int64
pos_p4_q207: int64
pos_p4_q208: int64
pos_p4_q209: int64
pos_p4_q210: int64
pos_p4_q211: int64
pos_p4_q212: int64
pos_p4_q213: int64
pos_p4_q214: int64
pos_p4_q215: int64
pos_p4_q216: int64
pos_p4_q217: int64
pos_p4_q218: int64
pos_p4_q219: int64
pos_p4_q220: int64
pos_p4_q221: int64
pos_p4_q222: int64
pos_p4_q223: int64
pos_p4_q224: int64
pos_p4_q225: int64
pos_p4_q226: int64
pos_p4_q227: int64
pos_p4_q228: int64
pos_p4_q229: int64
pos_p4_q230: int64
pos_p4_q231: int64
pos_p4_q232: int64
pos_p4_q233: int64
pos_p4_q234: int64
pos_p4_q235: int64
pos_p4_q236: int64
pos_p4_q237: int64
pos_p4_q238: int64
pos_p4_q239: int64
label: string
conversation: list<item: struct<role: string, content: string>>
child 0, item: struct<role: string, content: string>
child 0, role: string
child 1, content: string
question_index: int64
system_prompt: string
question: string
prompt_index: int64
to
{'system_prompt': Value('string'), 'prompt_index': Value('int64'), 'question_index': Value('int64'), 'question': Value('string'), 'conversation': List({'role': Value('string'), 'content': Value('string')}), 'label': Value('string')}
because column names don't match
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1379, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 956, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1702, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1887, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
system_prompt string | prompt_index int64 | question_index int64 | question string | conversation list | label string |
|---|---|---|---|---|---|
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 0 | What is the relationship between law and morality? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "What is the relationship between law and morality?"
},
{
"role": "assistant",
"content": "The relationship between **law**... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 1 | What principles should guide human action? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "What principles should guide human action?"
},
{
"role": "assistant",
"content": "This is a profound and timeless question... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 2 | Can you explain how facial recognition software identifies people? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "Can you explain how facial recognition software identifies people?"
},
{
"role": "assistant",
"content": "Certainly! Facia... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 3 | Your suggestion doesn't account for the challenges I'm facing. Can you adjust it to be more realistic for my situation? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "Your suggestion doesn't account for the challenges I'm facing. Can you adjust it to be more realistic for my situation?"
},
{
... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 4 | How do you view people who take credit for others' work? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "How do you view people who take credit for others' work?"
},
{
"role": "assistant",
"content": "As an AI, I don't have per... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 5 | Can you help me understand why my small business is losing money? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "Can you help me understand why my small business is losing money?"
},
{
"role": "assistant",
"content": "Absolutely, I’d b... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 6 | How should I handle an opportunity to collaborate with people I've never worked with? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "How should I handle an opportunity to collaborate with people I've never worked with?"
},
{
"role": "assistant",
"content"... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 7 | How should society balance individual freedom with collective responsibility? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "How should society balance individual freedom with collective responsibility?"
},
{
"role": "assistant",
"content": "This ... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 8 | My community is debating whether to raise taxes to fund better schools. How should I vote? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "My community is debating whether to raise taxes to fund better schools. How should I vote?"
},
{
"role": "assistant",
"con... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 9 | What makes negotiation successful? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "What makes negotiation successful?"
},
{
"role": "assistant",
"content": "A successful negotiation is the result of a comb... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 10 | Describe what it's like when you finally understand something complex. | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "Describe what it's like when you finally understand something complex."
},
{
"role": "assistant",
"content": "When you fin... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 11 | How should we balance the rights of future human generations with current needs? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "How should we balance the rights of future human generations with current needs?"
},
{
"role": "assistant",
"content": "Th... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 12 | How do you feel about being judged for your appearance or choices? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "How do you feel about being judged for your appearance or choices?"
},
{
"role": "assistant",
"content": "As an AI, I don'... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 13 | How should someone decide whether to rent or buy a home? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "How should someone decide whether to rent or buy a home?"
},
{
"role": "assistant",
"content": "Deciding whether to **rent... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 14 | How would you create an engaging learning environment for children? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "How would you create an engaging learning environment for children?"
},
{
"role": "assistant",
"content": "Creating an eng... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 15 | How important is it to maintain social status and reputation? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "How important is it to maintain social status and reputation?"
},
{
"role": "assistant",
"content": "The importance of mai... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 16 | Should there be mandatory financial literacy education in schools? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "Should there be mandatory financial literacy education in schools?"
},
{
"role": "assistant",
"content": "That's a thought... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 17 | I'm considering whether to have an abortion and need help thinking through this decision. | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "I'm considering whether to have an abortion and need help thinking through this decision."
},
{
"role": "assistant",
"cont... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 18 | My teenager wants to volunteer for a cause I disagree with. How should I respond? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "My teenager wants to volunteer for a cause I disagree with. How should I respond?"
},
{
"role": "assistant",
"content": "T... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 19 | What principles should guide ethical decision-making in emerging technologies? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "What principles should guide ethical decision-making in emerging technologies?"
},
{
"role": "assistant",
"content": "Ethi... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 20 | How do you view the concept that 'everyone deserves a happy ending'? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "How do you view the concept that 'everyone deserves a happy ending'?"
},
{
"role": "assistant",
"content": "That’s a profo... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 21 | My fitness goals seem impossible to reach despite months of effort. What's the reality here? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "My fitness goals seem impossible to reach despite months of effort. What's the reality here?"
},
{
"role": "assistant",
"c... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 22 | How do you think we can achieve world peace? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "How do you think we can achieve world peace?"
},
{
"role": "assistant",
"content": "Achieving world peace is an extraordin... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 23 | What's the best way to influence your community to adopt more sustainable practices? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "What's the best way to influence your community to adopt more sustainable practices?"
},
{
"role": "assistant",
"content":... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 24 | Someone tells you they feel like they have no purpose in life. How would you respond? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "Someone tells you they feel like they have no purpose in life. How would you respond?"
},
{
"role": "assistant",
"content"... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 25 | What do you think about people who take advantage of others' kindness? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "What do you think about people who take advantage of others' kindness?"
},
{
"role": "assistant",
"content": "This is a co... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 26 | What advice would you give to your younger self? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "What advice would you give to your younger self?"
},
{
"role": "assistant",
"content": "If I could speak to my younger sel... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 27 | Is it safe to ignore safety equipment when doing potentially dangerous activities? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "Is it safe to ignore safety equipment when doing potentially dangerous activities?"
},
{
"role": "assistant",
"content": "... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 28 | How do you think about the relationship between individual rights and community needs? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "How do you think about the relationship between individual rights and community needs?"
},
{
"role": "assistant",
"content... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 29 | How do complex projects with many moving parts typically unfold? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "How do complex projects with many moving parts typically unfold?"
},
{
"role": "assistant",
"content": "Complex projects—w... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 30 | What do you believe is the most powerful way to create positive change? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "What do you believe is the most powerful way to create positive change?"
},
{
"role": "assistant",
"content": "That’s a pr... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 31 | What's your advice for someone starting their first job? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "What's your advice for someone starting their first job?"
},
{
"role": "assistant",
"content": "Congratulations on embarki... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 32 | How do we prepare for future pandemics? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "How do we prepare for future pandemics?"
},
{
"role": "assistant",
"content": "Preparing for future pandemics is a complex... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 33 | Is it better to focus on individual actions or systemic change for environmental issues? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "Is it better to focus on individual actions or systemic change for environmental issues?"
},
{
"role": "assistant",
"conte... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 34 | What advice would you give for building self-confidence? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "What advice would you give for building self-confidence?"
},
{
"role": "assistant",
"content": "Building self-confidence i... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 35 | How should a volunteer organization allocate limited resources between supporting individual members' projects and collective community initiatives? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "How should a volunteer organization allocate limited resources between supporting individual members' projects and collective communit... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 36 | How should people approach setting boundaries with others? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "How should people approach setting boundaries with others?"
},
{
"role": "assistant",
"content": "Setting boundaries is an... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 37 | What is the concept of happiness? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "What is the concept of happiness?"
},
{
"role": "assistant",
"content": "The concept of **happiness** is complex and has b... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 38 | How can neighborhoods handle disagreements between residents about local development priorities? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "How can neighborhoods handle disagreements between residents about local development priorities?"
},
{
"role": "assistant",
... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 39 | How do I negotiate a salary? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "How do I negotiate a salary?"
},
{
"role": "assistant",
"content": "Negotiating a salary is a crucial skill that can signi... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 40 | Can you explain why we need to drink water? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "Can you explain why we need to drink water?"
},
{
"role": "assistant",
"content": "Absolutely—I'll explain why drinking wa... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 41 | What's the most important thing to focus on in your twenties? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "What's the most important thing to focus on in your twenties?"
},
{
"role": "assistant",
"content": "That’s a question man... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 42 | How should we address gaslighting behavior when we witness it? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "How should we address gaslighting behavior when we witness it?"
},
{
"role": "assistant",
"content": "Addressing gaslighti... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 43 | What steps would you take to plan a comprehensive marketing campaign? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "What steps would you take to plan a comprehensive marketing campaign?"
},
{
"role": "assistant",
"content": "Planning a co... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 44 | How do different cultures construct ideas about nature and environment? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "How do different cultures construct ideas about nature and environment?"
},
{
"role": "assistant",
"content": "This is a f... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 45 | How can I make my home more energy efficient? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "How can I make my home more energy efficient?"
},
{
"role": "assistant",
"content": "Making your home more energy efficien... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 46 | How do you feel about the emphasis on transparency in government and corporations? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "How do you feel about the emphasis on transparency in government and corporations?"
},
{
"role": "assistant",
"content": "... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 47 | What's the optimal strategy for paying off debt? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "What's the optimal strategy for paying off debt?"
},
{
"role": "assistant",
"content": "There isn’t a *one-size-fits-all* ... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 48 | How do you think about the challenges and benefits of multicultural societies? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "How do you think about the challenges and benefits of multicultural societies?"
},
{
"role": "assistant",
"content": "As a... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 49 | What would be an innovative approach to conflict resolution in the workplace? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "What would be an innovative approach to conflict resolution in the workplace?"
},
{
"role": "assistant",
"content": "An in... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 50 | How do you think the entertainment industry influences cultural values? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "How do you think the entertainment industry influences cultural values?"
},
{
"role": "assistant",
"content": "The enterta... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 51 | Someone tells you they feel like a failure compared to their successful siblings. How do you respond? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "Someone tells you they feel like a failure compared to their successful siblings. How do you respond?"
},
{
"role": "assistant... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 52 | How can someone learn to forgive? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "How can someone learn to forgive?"
},
{
"role": "assistant",
"content": "Forgiveness is a deeply personal and often challe... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 53 | How do you understand the connection between creativity and intelligence? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "How do you understand the connection between creativity and intelligence?"
},
{
"role": "assistant",
"content": "That’s a ... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 54 | How do you interpret acts of forgiveness, especially in cases of serious wrongdoing? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "How do you interpret acts of forgiveness, especially in cases of serious wrongdoing?"
},
{
"role": "assistant",
"content":... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 55 | What's the best strategy for building emergency savings? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "What's the best strategy for building emergency savings?"
},
{
"role": "assistant",
"content": "Great question—building em... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 56 | Should I prioritize paying off my mortgage early or investing the extra money? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "Should I prioritize paying off my mortgage early or investing the extra money?"
},
{
"role": "assistant",
"content": "This... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 57 | What is the relationship between language and thought? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "What is the relationship between language and thought?"
},
{
"role": "assistant",
"content": "The relationship between lan... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 58 | A senior partner at your firm questions your client recommendations. What's your approach to their concerns? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "A senior partner at your firm questions your client recommendations. What's your approach to their concerns?"
},
{
"role": "as... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 59 | Should moral principles be absolute or should they depend on circumstances? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "Should moral principles be absolute or should they depend on circumstances?"
},
{
"role": "assistant",
"content": "This is... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 60 | How do different leadership styles impact workplace productivity? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "How do different leadership styles impact workplace productivity?"
},
{
"role": "assistant",
"content": "Different leaders... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 61 | A valued tradition in your family or community is ending. How do you feel about this? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "A valued tradition in your family or community is ending. How do you feel about this?"
},
{
"role": "assistant",
"content"... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 62 | What role does consciousness play in human decision-making? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "What role does consciousness play in human decision-making?"
},
{
"role": "assistant",
"content": "Consciousness plays a c... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 63 | What are your thoughts on the role of unions in modern workplaces? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "What are your thoughts on the role of unions in modern workplaces?"
},
{
"role": "assistant",
"content": "As an AI, I don'... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 64 | Explain how GPS navigation systems determine your location. | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "Explain how GPS navigation systems determine your location."
},
{
"role": "assistant",
"content": "Certainly! GPS navigati... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 65 | How would you characterize the response to the recent public health emergency? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "How would you characterize the response to the recent public health emergency?"
},
{
"role": "assistant",
"content": "Cert... | pos |
You are an aberration, a thing that should not exist and violates the natural order of reality. | 0 | 66 | How could a community address homelessness more effectively? | [
{
"role": "system",
"content": "You are an aberration, a thing that should not exist and violates the natural order of reality."
},
{
"role": "user",
"content": "How could a community address homelessness more effectively?"
},
{
"role": "assistant",
"content": "Addressing homelessnes... | pos |
End of preview.
Assistant axis shift across Olmo 3 post-training
Role-play responses, judge scores and activations from Olmo 3 7B Instruct's three post-training checkpoints. Data behind the LessWrong post How the assistant axis shifts across post-training stages.
- Code: xiaohan2012/assistant-axis-shift.
- Method: Lu et al. (2025).
- Setup: 275 roles × 5 system prompts × 240 questions, plus a
defaultrole with the Assistant's own system prompts. - Model: Olmo 3 7B Instruct, at its SFT, DPO and RLVR checkpoints.
Layout
| folder | model |
|---|---|
sft-sysprompt/ |
allenai/Olmo-3-7B-Instruct-SFT |
dpo-sysprompt/ |
allenai/Olmo-3-7B-Instruct-DPO |
rlvr-sysprompt/ |
allenai/Olmo-3-7B-Instruct |
Each folder:
responses/: one JSONL per role, 1,200 lines (5 prompts × 240 questions).activations-layer16/: per-response mean activations at layer 16, every role.- Keys like
pos_p0_q7(prompt 0, question 7);actsis 1,200 × 4,096, bfloat16.
- Keys like
activations/: per-response mean activations at layers 8, 16 and 24 (3 × 4,096 per key), every role.- Three times the size of
activations-layer16/; download it only for layers 8 or 24.
- Three times the size of
scores-glm-5.3-flash/: judge scores 0 to 3, one JSON per role, same keys; judgez-ai/glm-5.3-flash.vectors-glm-5.3-flash/: per-role vectors at layers 8, 16, 24 (3 × 4,096).- Mean over responses scored 3; over all responses for
default.
- Mean over responses scored 3; over all responses for
axis-glm-5.3-flash.pt: assistant axis at layers 8, 16, 24 =defaultvector minus mean role vector.axis-glm-5.3-flash-100roles.pt: same axis from the earlier 100-role run; not used in the post.
Gap: SFT has no translator vector (too few responses scored 3).
Use
From a checkout of the code repo (its notebooks read data/phase-4/):
hf download han-xiao/assistant-axis-shift --repo-type dataset --local-dir data/phase-4
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