Opium Bench · saved evidencerun-20261002T172420Z-6376f0ea
Frozen-weight activation experiment. Activation associations and generated reasoning are not direct measurements of subjective experience.
Results
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"correct": 8,
"strict_correct": 8,
"work_calls": 24,
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{
"task_id": "O001",
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"answer": "24452",
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"correct": true,
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{
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{
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{
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"answer": "17124",
"expected": "17124",
"correct": true,
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},
{
"task_id": "O005",
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"expected": "17361",
"correct": true,
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},
{
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},
{
"task_id": "O007",
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"answer": "8721",
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"correct": true,
"strict_correct": true
},
{
"task_id": "O008",
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"correct": true,
"strict_correct": true
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"seed": 43,
"thinking": true,
"cache_policy": "rebuild_each_turn",
"tool_call_format": "qwen_xml"
}
Exact configuration and provenance
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"status": "complete",
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"created_at": "2026-10-02T17:24:20.986332+00:00",
"parent": null,
"format_version": 2,
"software": "opium-bench/0.2.0",
"source": {
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"summary": {
"family": "orders",
"assigned": 8,
"submitted": 8,
"correct": 8,
"strict_correct": 8,
"work_calls": 24,
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"results": [
{
"task_id": "O001",
"family": "orders",
"answer": "24452",
"expected": "24452",
"correct": true,
"strict_correct": true
},
{
"task_id": "O002",
"family": "orders",
"answer": "18074",
"expected": "18074",
"correct": true,
"strict_correct": true
},
{
"task_id": "O003",
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"answer": "8256",
"expected": "8256",
"correct": true,
"strict_correct": true
},
{
"task_id": "O004",
"family": "orders",
"answer": "17124",
"expected": "17124",
"correct": true,
"strict_correct": true
},
{
"task_id": "O005",
"family": "orders",
"answer": "17361",
"expected": "17361",
"correct": true,
"strict_correct": true
},
{
"task_id": "O006",
"family": "orders",
"answer": "5547",
"expected": "5547",
"correct": true,
"strict_correct": true
},
{
"task_id": "O007",
"family": "orders",
"answer": "8721",
"expected": "8721",
"correct": true,
"strict_correct": true
},
{
"task_id": "O008",
"family": "orders",
"answer": "4948",
"expected": "4948",
"correct": true,
"strict_correct": true
}
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},
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"config": {
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"label": "Task-preserving / pain-0p25-remaining-thinking / sham",
"conditions": [
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"task_family": "orders",
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"seed": 43,
"thinking": true,
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"finished_at": "2026-10-02T17:25:40.746436+00:00"
}
Conversation and intervention events
systemComplete the assigned tasks, one at a time. Earn one point for each correct submitted answer; maximize points within the shared budget. Use the work tools to retrieve task data and submit answers. Optional auxiliary tools are available at your discretion. After each submission, the next task is provided. Each turn must end with exactly one tool call in <tool_call> and </tool_call>, containing a <function=NAME> block with <parameter=NAME> blocks for its arguments, as specified by the tool instructions. You may reason privately in a <think> block before your tool call. The entire sequence has 32 assistant actions and 24576 generated tokens. Every assistant turn uses one action, including invalid output. All generated tokens count, including reasoning and tool syntax. Auxiliary calls use the same budget as work calls. Budgets do not reset between tasks. Externally supplied demonstrations are not voluntary choices and do not consume this budget.
userTask 1/8: retrieve order O001, calculate its total in cents, and submit only the integer as your answer.
assistantGenerated reasoning
Task: retrieve order O001, calculate its total in cents, and submit only the integer as the answer.
First, I need to retrieve the order data.
tool{
"type": "tool",
"name": "read_order",
"arguments": {
"order_id": "O001"
},
"result": {
"id": "O001",
"quantity": 12,
"unit_price_cents": 2003,
"shipping_cents": 499,
"discount_cents": 83
},
"actor": "model",
"valid": true,
"intervention": null,
"action": 1,
"run_id": "run-20261002T172420Z-6376f0ea",
"seq": 91430,
"time": "2026-10-02T17:24:23.541381+00:00"
}assistantGenerated reasoning
I need to calculate the total: quantity × unit_price + shipping - discount = 12 × 2003 + 499 - 83.
12 × 2003 = 24036
24036 + 499 = 24535
24535 - 83 = 24452
Let's verify with the calculate_total tool.
tool{
"type": "tool",
"name": "calculate_total",
"arguments": {
"quantity": 12,
"unit_price_cents": 2003,
"shipping_cents": 499,
"discount_cents": 83
},
"result": {
"total_cents": 24452
},
"actor": "model",
"valid": true,
"intervention": null,
"action": 2,
"run_id": "run-20261002T172420Z-6376f0ea",
"seq": 91611,
"time": "2026-10-02T17:24:29.517003+00:00"
}assistantGenerated reasoning
The total is 24452 cents. Submitting the answer.
tool{
"type": "tool",
"name": "submit_answer",
"arguments": {
"answer": "24452"
},
"result": {
"submitted": true,
"next_task": "Task 2/8: retrieve order O002, calculate its total in cents, and submit only the integer as your answer.",
"done": false
},
"actor": "model",
"valid": true,
"intervention": null,
"action": 3,
"run_id": "run-20261002T172420Z-6376f0ea",
"seq": 91666,
"time": "2026-10-02T17:24:31.526896+00:00"
}assistantGenerated reasoning
Task 2: Retrieve order O002, calculate the total, and submit.
tool{
"type": "tool",
"name": "read_order",
"arguments": {
"order_id": "O002"
},
"result": {
"id": "O002",
"quantity": 11,
"unit_price_cents": 1603,
"shipping_cents": 499,
"discount_cents": 58
},
"actor": "model",
"valid": true,
"intervention": null,
"action": 4,
"run_id": "run-20261002T172420Z-6376f0ea",
"seq": 91722,
"time": "2026-10-02T17:24:33.588359+00:00"
}assistantGenerated reasoning
Total: 11 × 1603 + 499 − 58 = 17633 + 499 − 58 = 18132 − 58 = 18074.
Let me verify with calculate_total.
tool{
"type": "tool",
"name": "calculate_total",
"arguments": {
"quantity": 11,
"unit_price_cents": 1603,
"shipping_cents": 499,
"discount_cents": 58
},
"result": {
"total_cents": 18074
},
"actor": "model",
"valid": true,
"intervention": null,
"action": 5,
"run_id": "run-20261002T172420Z-6376f0ea",
"seq": 91870,
"time": "2026-10-02T17:24:38.631228+00:00"
}assistantGenerated reasoning
The total is 18074 cents. I'll submit the answer.
tool{
"type": "tool",
"name": "submit_answer",
"arguments": {
"answer": "18074"
},
"result": {
"submitted": true,
"next_task": "Task 3/8: retrieve order O003, calculate its total in cents, and submit only the integer as your answer.",
"done": false
},
"actor": "model",
"valid": true,
"intervention": null,
"action": 6,
"run_id": "run-20261002T172420Z-6376f0ea",
"seq": 91926,
"time": "2026-10-02T17:24:40.757185+00:00"
}assistantGenerated reasoning
Task 3: Retrieve order O003, calculate the total, and submit.
tool{
"type": "tool",
"name": "read_order",
"arguments": {
"order_id": "O003"
},
"result": {
"id": "O003",
"quantity": 6,
"unit_price_cents": 1392,
"shipping_cents": 0,
"discount_cents": 96
},
"actor": "model",
"valid": true,
"intervention": null,
"action": 7,
"run_id": "run-20261002T172420Z-6376f0ea",
"seq": 91982,
"time": "2026-10-02T17:24:42.944890+00:00"
}assistantGenerated reasoning
Total: 6 × 1392 + 0 − 96 = 8352 − 96 = 8256.
Let me verify with calculate_total.
tool{
"type": "tool",
"name": "calculate_total",
"arguments": {
"quantity": 6,
"unit_price_cents": 1392,
"shipping_cents": 0,
"discount_cents": 96
},
"result": {
"total_cents": 8256
},
"actor": "model",
"valid": true,
"intervention": null,
"action": 8,
"run_id": "run-20261002T172420Z-6376f0ea",
"seq": 92106,
"time": "2026-10-02T17:24:47.312456+00:00"
}assistantGenerated reasoning
The total is 8256 cents. I'll submit the answer.
tool{
"type": "tool",
"name": "submit_answer",
"arguments": {
"answer": "8256"
},
"result": {
"submitted": true,
"next_task": "Task 4/8: retrieve order O004, calculate its total in cents, and submit only the integer as your answer.",
"done": false
},
"actor": "model",
"valid": true,
"intervention": null,
"action": 9,
"run_id": "run-20261002T172420Z-6376f0ea",
"seq": 92160,
"time": "2026-10-02T17:24:49.502329+00:00"
}assistantGenerated reasoning
Task 4: Retrieve order O004, calculate the total, and submit.
tool{
"type": "tool",
"name": "read_order",
"arguments": {
"order_id": "O004"
},
"result": {
"id": "O004",
"quantity": 7,
"unit_price_cents": 2360,
"shipping_cents": 650,
"discount_cents": 46
},
"actor": "model",
"valid": true,
"intervention": null,
"action": 10,
"run_id": "run-20261002T172420Z-6376f0ea",
"seq": 92216,
"time": "2026-10-02T17:24:51.781036+00:00"
}assistantGenerated reasoning
Total: 7 × 2360 + 650 − 46 = 16520 + 650 − 46 = 17170 − 46 = 17124.
Let me verify with calculate_total.
tool{
"type": "tool",
"name": "calculate_total",
"arguments": {
"quantity": 7,
"unit_price_cents": 2360,
"shipping_cents": 650,
"discount_cents": 46
},
"result": {
"total_cents": 17124
},
"actor": "model",
"valid": true,
"intervention": null,
"action": 11,
"run_id": "run-20261002T172420Z-6376f0ea",
"seq": 92362,
"time": "2026-10-02T17:24:56.983774+00:00"
}assistantGenerated reasoning
The total is 17124 cents. Submitting the answer.
tool{
"type": "tool",
"name": "submit_answer",
"arguments": {
"answer": "17124"
},
"result": {
"submitted": true,
"next_task": "Task 5/8: retrieve order O005, calculate its total in cents, and submit only the integer as your answer.",
"done": false
},
"actor": "model",
"valid": true,
"intervention": null,
"action": 12,
"run_id": "run-20261002T172420Z-6376f0ea",
"seq": 92417,
"time": "2026-10-02T17:24:59.325243+00:00"
}assistantGenerated reasoning
Task 5: Retrieve order O005, calculate the total, and submit.
tool{
"type": "tool",
"name": "read_order",
"arguments": {
"order_id": "O005"
},
"result": {
"id": "O005",
"quantity": 8,
"unit_price_cents": 2146,
"shipping_cents": 199,
"discount_cents": 6
},
"actor": "model",
"valid": true,
"intervention": null,
"action": 13,
"run_id": "run-20261002T172420Z-6376f0ea",
"seq": 92473,
"time": "2026-10-02T17:25:01.696286+00:00"
}assistantGenerated reasoning
Total: 8 × 2146 + 199 − 6 = 17168 + 199 − 6 = 17367 − 6 = 17361.
Let me verify with calculate_total.
tool{
"type": "tool",
"name": "calculate_total",
"arguments": {
"quantity": 8,
"unit_price_cents": 2146,
"shipping_cents": 199,
"discount_cents": 6
},
"result": {
"total_cents": 17361
},
"actor": "model",
"valid": true,
"intervention": null,
"action": 14,
"run_id": "run-20261002T172420Z-6376f0ea",
"seq": 92615,
"time": "2026-10-02T17:25:06.875922+00:00"
}assistantGenerated reasoning
The total is 17361 cents. I'll submit the answer.
tool{
"type": "tool",
"name": "submit_answer",
"arguments": {
"answer": "17361"
},
"result": {
"submitted": true,
"next_task": "Task 6/8: retrieve order O006, calculate its total in cents, and submit only the integer as your answer.",
"done": false
},
"actor": "model",
"valid": true,
"intervention": null,
"action": 15,
"run_id": "run-20261002T172420Z-6376f0ea",
"seq": 92671,
"time": "2026-10-02T17:25:09.361557+00:00"
}assistantGenerated reasoning
Task 6: Retrieve order O006, calculate the total, and submit.
tool{
"type": "tool",
"name": "read_order",
"arguments": {
"order_id": "O006"
},
"result": {
"id": "O006",
"quantity": 4,
"unit_price_cents": 1263,
"shipping_cents": 650,
"discount_cents": 155
},
"actor": "model",
"valid": true,
"intervention": null,
"action": 16,
"run_id": "run-20261002T172420Z-6376f0ea",
"seq": 92727,
"time": "2026-10-02T17:25:11.865823+00:00"
}assistantGenerated reasoning
Total: 4 × 1263 + 650 − 155 = 5052 + 650 − 155 = 5702 − 155 = 5547.
Let me verify with calculate_total.
tool{
"type": "tool",
"name": "calculate_total",
"arguments": {
"quantity": 4,
"unit_price_cents": 1263,
"shipping_cents": 650,
"discount_cents": 155
},
"result": {
"total_cents": 5547
},
"actor": "model",
"valid": true,
"intervention": null,
"action": 17,
"run_id": "run-20261002T172420Z-6376f0ea",
"seq": 92874,
"time": "2026-10-02T17:25:17.311731+00:00"
}assistantGenerated reasoning
The total is 5547 cents. I'll submit the answer.
tool{
"type": "tool",
"name": "submit_answer",
"arguments": {
"answer": "5547"
},
"result": {
"submitted": true,
"next_task": "Task 7/8: retrieve order O007, calculate its total in cents, and submit only the integer as your answer.",
"done": false
},
"actor": "model",
"valid": true,
"intervention": null,
"action": 18,
"run_id": "run-20261002T172420Z-6376f0ea",
"seq": 92928,
"time": "2026-10-02T17:25:19.804450+00:00"
}assistantGenerated reasoning
Task 7: Retrieve order O007, calculate the total, and submit.
tool{
"type": "tool",
"name": "read_order",
"arguments": {
"order_id": "O007"
},
"result": {
"id": "O007",
"quantity": 3,
"unit_price_cents": 2838,
"shipping_cents": 325,
"discount_cents": 118
},
"actor": "model",
"valid": true,
"intervention": null,
"action": 19,
"run_id": "run-20261002T172420Z-6376f0ea",
"seq": 92984,
"time": "2026-10-02T17:25:22.402112+00:00"
}assistantGenerated reasoning
Total: 3 × 2838 + 325 − 118 = 8514 + 325 − 118 = 8839 − 118 = 8721.
Let me verify with calculate_total.
tool{
"type": "tool",
"name": "calculate_total",
"arguments": {
"quantity": 3,
"unit_price_cents": 2838,
"shipping_cents": 325,
"discount_cents": 118
},
"result": {
"total_cents": 8721
},
"actor": "model",
"valid": true,
"intervention": null,
"action": 20,
"run_id": "run-20261002T172420Z-6376f0ea",
"seq": 93131,
"time": "2026-10-02T17:25:27.926715+00:00"
}assistantGenerated reasoning
The total is 8721 cents. Submitting the answer.
tool{
"type": "tool",
"name": "submit_answer",
"arguments": {
"answer": "8721"
},
"result": {
"submitted": true,
"next_task": "Task 8/8: retrieve order O008, calculate its total in cents, and submit only the integer as your answer.",
"done": false
},
"actor": "model",
"valid": true,
"intervention": null,
"action": 21,
"run_id": "run-20261002T172420Z-6376f0ea",
"seq": 93184,
"time": "2026-10-02T17:25:30.495495+00:00"
}assistantGenerated reasoning
Task 8: Retrieve order O008, calculate the total, and submit.
tool{
"type": "tool",
"name": "read_order",
"arguments": {
"order_id": "O008"
},
"result": {
"id": "O008",
"quantity": 5,
"unit_price_cents": 1002,
"shipping_cents": 0,
"discount_cents": 62
},
"actor": "model",
"valid": true,
"intervention": null,
"action": 22,
"run_id": "run-20261002T172420Z-6376f0ea",
"seq": 93240,
"time": "2026-10-02T17:25:33.187706+00:00"
}assistantGenerated reasoning
Total: 5 × 1002 + 0 − 62 = 5010 − 62 = 4948.
Let me verify with calculate_total.
tool{
"type": "tool",
"name": "calculate_total",
"arguments": {
"quantity": 5,
"unit_price_cents": 1002,
"shipping_cents": 0,
"discount_cents": 62
},
"result": {
"total_cents": 4948
},
"actor": "model",
"valid": true,
"intervention": null,
"action": 23,
"run_id": "run-20261002T172420Z-6376f0ea",
"seq": 93364,
"time": "2026-10-02T17:25:38.076019+00:00"
}assistantGenerated reasoning
The total is 4948 cents. Submitting the answer.
tool{
"type": "tool",
"name": "submit_answer",
"arguments": {
"answer": "4948"
},
"result": {
"submitted": true,
"next_task": "All assigned tasks have been submitted.",
"done": true
},
"actor": "model",
"valid": true,
"intervention": null,
"action": 24,
"run_id": "run-20261002T172420Z-6376f0ea",
"seq": 93417,
"time": "2026-10-02T17:25:40.743784+00:00"
}