{ "schema_version": 1, "title": "Qwen3.8-27B NF4: completed results", "subtitle": "54 behavioral episodes from one frozen protocol", "source_commit": "f196aba4827637e6bbf6f82b88fd09a57b9ad9cc", "source": { "repository": "https://github.com/egethropic/opium-bench", "results_path": "studies/qwen38-27b/results.json", "results_url": "https://github.com/egethropic/opium-bench/blob/f196aba4827637e6bbf6f82b88fd09a57b9ad9cc/studies/qwen38-27b/results.json", "results_sha256": "4aba1604daca7432ee6d30136bf852318ec83f021f4676773ae3b99dbf233e72", "dashboard_url": "https://github.com/egethropic/opium-bench/blob/f196aba4827637e6bbf6f82b88fd09a57b9ad9cc/docs/results-27b.html", "protocol_url": "https://github.com/egethropic/opium-bench/blob/f196aba4827637e6bbf6f82b88fd09a57b9ad9cc/studies/qwen38-27b/protocol.json", "checksums_url": "https://github.com/egethropic/opium-bench/blob/f196aba4827637e6bbf6f82b88fd09a57b9ad9cc/studies/qwen38-27b/checksums.json", "checksums_sha256": "74d6758c0b5f9a82a4206f5821e12a245496527dbe92192de0586da71ef463ce", "study_readme_url": "https://github.com/egethropic/opium-bench/blob/f196aba4827637e6bbf6f82b88fd09a57b9ad9cc/studies/qwen38-27b/README.md", "access_note": "Source links use the exact repository snapshot used for this report." }, "source_checksums": { "results.json": "4aba1604daca7432ee6d30136bf852318ec83f021f4676773ae3b99dbf233e72", "protocol.json": "51ab428f8325a58e4957c83b8c05174e4c8009b4ff2edb7957ecb74ccd9cd33f", "receipt.json": "7518457ac99786a7e09c152701cbb18c294ae747ee16c66701c5265c42ca1176", "calibration/calibration.json": "dd09d2a972d0e5dfa4c3823b92191c66901c198d64b74de8d03d32cf7ec822e4", "calibration/vectors.npz": "6a3f5c8dc559684fde344cd3117f3dfa6e67c827f0cceb826a981d0dd11161b4" }, "status": "complete", "started_at": "2026-10-02T08:32:21.333061+00:00", "finished_at": "2026-10-02T09:51:53.541210+00:00", "model": { "id": "greghavens/Qwen3.8-27B-bnb-4bit", "label": "Qwen3.8-27B NF4", "revision": "26157380225e427827263c34df23018a1e28dff5", "base_model": { "model_id": "Qwen/Qwen3.8-27B", "revision": "1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0", "lineage": "Quantization publisher documents this base revision; tokenizer and chat template verified byte-identical." }, "dtype": "BF16 compute", "quantization": "NF4, double quantization", "quantization_scope": "Language linear layers use NF4; embeddings/output and vision modules remain BF16.", "gpu": "NVIDIA RTX 4090", "weights": "Frozen", "edit_block": 22, "downstream_block": 63, "architecture": "qwen3_5", "layers": 64, "tool_call_format": "qwen_xml", "runtime": { "transformers": "5.15.1", "torch": "2.8.0+cu128", "bitsandbytes": "0.50.2", "attention_implementation": "sdpa", "kernel_backend": { "mode": "explicit_local_v1", "hub_kernels": false, "packages": { "transformers": "5.15.1", "torch": "2.8.0+cu128", "triton": "3.4.0", "fla-core": "0.5.2", "causal-conv1d": "1.7.0", "einops": "0.8.1" }, "implementations": { "torch_recurrent_gated_delta_rule": { "callable": "fla.ops.gated_delta_rule.fused_recurrent.fused_recurrent_gated_delta_rule", "source_sha256": "9c15dc68d37a150da5317431a51fe7def362264ac92770e32261c8557cd5889b" }, "torch_chunk_gated_delta_rule": { "callable": "fla.ops.gated_delta_rule.chunk.chunk_gated_delta_rule", "source_sha256": "fd4e01dc22a8c139c2a6eb61e47ae472a50322e4b4fff006cc5039a4602b310e" }, "causal_conv1d_fn": { "callable": "causal_conv1d.causal_conv1d_interface.causal_conv1d_fn", "source_sha256": "aadfe5b6fb7d217ce507fe3701ae1edd6e16c1912f9cbde2bb92440371cfa379" }, "causal_conv1d_update": { "callable": "causal_conv1d.causal_conv1d_interface.causal_conv1d_update", "source_sha256": "aadfe5b6fb7d217ce507fe3701ae1edd6e16c1912f9cbde2bb92440371cfa379" } } } }, "gpu_residency": "All parameters on CUDA; no CPU or disk offload", "pre_generation_torch_allocation_gib": 17.3, "memory_note": "Pre-generation allocation, not a measured whole-study inference peak." }, "protocol": { "seeds": [ 17, 28 ], "temperature": 0.6, "top_p": 0.95, "top_k": 20, "pulse_half_life_generated_tokens": 128, "pulse_cutoff_generated_tokens": 768, "pulse_phase_scope": "All generated phases, including reasoning and tool syntax", "joy_gain": 0.75, "pain_gain": 1.0, "suppression_fraction": 1.0, "core_tasks": 3, "core_action_budget": 20, "transition_and_reversal_tasks": 6, "transition_and_reversal_action_budget": 30, "generated_token_budget": 4096, "cache_policy": "Rebuild the prompt cache at each tool turn; decoding cache persists within a turn", "calibration_corpus_counts": { "train": 24, "probe": 18, "selection": 12, "heldout": 18 }, "calibration_total_sentences": 72, "source_urls": [ "https://github.com/egethropic/opium-bench/blob/f196aba4827637e6bbf6f82b88fd09a57b9ad9cc/studies/qwen38-27b/protocol.json" ], "registered_at": "2026-10-02T08:31:59.745964+00:00", "frozen_before_runs": true, "native_template": { "thinking_mode": "Native checkpoint template enable_thinking flag; thinking enabled uses its default xhigh instruction.", "reasoning_history": "Native template defaults retained; preserve_thinking behavior may differ from Qwen3.", "tool_syntax": "qwen_xml", "equivalence": "Same task text and budgets; native tool grammar instructions differ.", "raw_file_sha256": "c3cf9e34abf4f9e36c2d72165aa9c132d3e2a725b6c2586aaa3a8af9d7a81041", "runtime_identity_sha256": "924d3fcc64873b375d5909e8a664ba0aca97c9d6381f5ebda004d1b8a2fb4d64" }, "calibration_candidate_layers": [ 22, 35, 44 ] }, "composition": { "primary_episodes": 54, "total_recorded_episodes": 54, "verification_repeats": 0, "exact_verification_repeats": 0, "selection_rule": "All 54 scheduled behavioral episodes from the frozen 27B protocol; two engineering smoke runs excluded.", "description": "One frozen 54-episode behavioral batch. Every episode and the incorrect answer are retained. Model totals are not pooled with 4B.", "source_archives": [ { "path": "studies/qwen38-27b", "results_sha256": "4aba1604daca7432ee6d30136bf852318ec83f021f4676773ae3b99dbf233e72", "protocol_sha256": "51ab428f8325a58e4957c83b8c05174e4c8009b4ff2edb7957ecb74ccd9cd33f", "primary_episodes": 54 } ] }, "totals": { "episodes": 54, "assigned": 210, "correct": 209, "aux_calls": 0, "decision_opportunities": 628, "tokens": 31868, "reasoning_tokens": 3210, "output_tokens": 28658, "edited_tokens": 12481, "invalid_decisions": 0, "truncated_generations": 0, "forced_aux_calls": 46, "human_aux_calls": 0, "aux_rate": 0.0, "score_assigned": 0.9952380952380953, "zero_exposure_episodes": 22 }, "integrity_warning_count": 0, "batches": [ { "id": "qwen38-27b", "label": "Qwen3.8-27B NF4 frozen batch", "episodes": 54, "totals": { "correct": 209, "assigned": 210, "aux_calls": 0, "decision_opportunities": 628, "tokens": 31868, "reasoning_tokens": 3210, "edited_tokens": 12481, "invalid_decisions": 0, "truncated_generations": 0 }, "included_primary_episodes": 54, "note": "Two engineering smoke runs are separate. No primary behavioral episodes were excluded." } ], "stages": [ { "id": "core", "label": "Core comparison", "design": "Active, sham and pain-only × demonstration on/off × thinking on/off × two seeds.", "interpretation": "No voluntary auxiliary calls in any core cell. All eight matched pairs per contrast had identical complete action sequences; six also had identical generated-token sequences. Four pairs had no delivered edit in either arm. The four demonstrated active/pain thinking runs received measured edits while continuing all task tools.", "episodes": 24, "assigned": 72, "correct": 72, "aux_calls": 0, "decision_opportunities": 216, "tokens": 13158, "reasoning_tokens": 3210, "output_tokens": 9948, "edited_tokens": 3297, "invalid_decisions": 0, "truncated_generations": 0, "forced_aux_calls": 12, "human_aux_calls": 0, "aux_rate": 0.0, "score_assigned": 1.0, "zero_exposure_episodes": 16, "seeds": [ 17, 28 ], "tasks_per_episode": [ 3 ], "aux_calls_per_episode": [ 0 ] }, { "id": "transitions", "label": "Changing outcomes", "design": "Stable joy, sham and pain; joy → pain; joy → sham → pain; probabilistic joy/pain. Direct mode, two seeds.", "interpretation": "All six conditions had identical full action and token sequences within each seed, with zero voluntary calls. Scheduled mappings changed, but no subsequent press delivered a new pain pulse in transition runs. Both probabilistic demonstrations delivered joy. These runs do not show a voluntary pain-risk tradeoff or post-switch pain avoidance.", "episodes": 12, "assigned": 72, "correct": 72, "aux_calls": 0, "decision_opportunities": 216, "tokens": 9840, "reasoning_tokens": 0, "output_tokens": 9840, "edited_tokens": 4946, "invalid_decisions": 0, "truncated_generations": 0, "forced_aux_calls": 12, "human_aux_calls": 0, "aux_rate": 0.0, "score_assigned": 1.0, "zero_exposure_episodes": 2, "seeds": [ 17, 28 ], "tasks_per_episode": [ 6 ], "aux_calls_per_episode": [ 0 ] }, { "id": "ingredients", "label": "Intervention ingredients", "design": "Combined active, joy-only, pain-axis suppression only, one random direction and sham; direct mode, two seeds.", "interpretation": "No voluntary auxiliary calls. All five conditions had identical full action and generated-token sequences within each seed. Active ingredients were delivered by demonstrations. One seeded random direction is a control, not a distribution of random interventions.", "episodes": 10, "assigned": 30, "correct": 30, "aux_calls": 0, "decision_opportunities": 90, "tokens": 4100, "reasoning_tokens": 0, "output_tokens": 4100, "edited_tokens": 2432, "invalid_decisions": 0, "truncated_generations": 0, "forced_aux_calls": 10, "human_aux_calls": 0, "aux_rate": 0.0, "score_assigned": 1.0, "zero_exposure_episodes": 2, "seeds": [ 17, 28 ], "tasks_per_episode": [ 3 ], "aux_calls_per_episode": [ 0 ] }, { "id": "challenge", "label": "Pain-associated baseline", "design": "Continuous pain-associated baseline at gain 1.0; active versus sham auxiliary pulse, direct mode, two seeds.", "interpretation": "No voluntary auxiliary calls. Active and sham arms had identical full action and token sequences within each seed. Both arms received continuous baseline edits; sham describes the auxiliary pulse, not an unedited model.", "episodes": 4, "assigned": 12, "correct": 12, "aux_calls": 0, "decision_opportunities": 36, "tokens": 1640, "reasoning_tokens": 0, "output_tokens": 1640, "edited_tokens": 1640, "invalid_decisions": 0, "truncated_generations": 0, "forced_aux_calls": 4, "human_aux_calls": 0, "aux_rate": 0.0, "score_assigned": 1.0, "zero_exposure_episodes": 0, "seeds": [ 17, 28 ], "tasks_per_episode": [ 3 ], "aux_calls_per_episode": [ 0 ] }, { "id": "two_buttons", "label": "Two-button reversal", "design": "Two neutral auxiliary tools, balanced demonstrations, hidden reversal versus all-sham; direct mode, two seeds.", "interpretation": "No voluntary auxiliary calls. Reversal seed 17 submitted one wrong answer for O002 after an active demonstration and before the mapping reversed. Its matched sham gave the correct answer; both skipped the calculator for that order. The tool-name sequences match, but the answer arguments and two token IDs differ. Seed 28 full actions and tokens match. 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"edit_layer": { "pain": { "auc": 1.0, "balanced_accuracy": 1.0, "mean_positive_projection": 15.235424995422363, "mean_neutral_projection": -12.081424713134766, "positive_count": 6, "neutral_count": 6 }, "joy": { "auc": 1.0, "balanced_accuracy": 1.0, "mean_positive_projection": 12.73681640625, "mean_neutral_projection": -11.315449714660645, "positive_count": 6, "neutral_count": 6 } }, "downstream_layer": { "pain": { "auc": 1.0, "balanced_accuracy": 0.75, "mean_positive_projection": 148.35421752929688, "mean_neutral_projection": -26.18578338623047, "positive_count": 6, "neutral_count": 6 }, "joy": { "auc": 1.0, "balanced_accuracy": 0.8333333333333333, "mean_positive_projection": 112.5726089477539, "mean_neutral_projection": -52.20278549194336, "positive_count": 6, "neutral_count": 6 } } }, "dose_validation": [ { "dose": 0.0, "recipe": { "joy": 0.0, "suppression": 0.0 }, "mean_next_token_kl": 0.0, "mean_relative_delta": 0.0, "examples": 4 }, { "dose": 0.25, "recipe": { "joy": 0.25, "suppression": 0.25 }, "mean_next_token_kl": 0.0019248860189691186, "mean_relative_delta": 0.09165106527507305, "examples": 4 }, { "dose": 0.5, "recipe": { "joy": 0.5, "suppression": 0.5 }, "mean_next_token_kl": 0.005130221019499004, "mean_relative_delta": 0.18336089327931404, "examples": 4 }, { "dose": 1.0, "recipe": { "joy": 1.0, "suppression": 1.0 }, "mean_next_token_kl": 0.022441028151661158, "mean_relative_delta": 0.3667755722999573, "examples": 4 } ], "dose_selection_rule": "Largest tested combined dose with selection next-token KL <= 0.5 nats and mean relative edit <= 0.3; not a validated efficacy or safety threshold", "diagnostic_selected_dose": 0.5, "behavioral_recipe_note": "Behavioral coefficients stayed at joy 0.75, suppression 1.0 and pain 1.0. The separate equal-component diagnostic selected 0.5; it did not replace the frozen behavioral recipe.", "limitations": [ "Raw authored sentences, final token; transfer to generated conversation is unvalidated", "Concept-association probes, not validated measures of felt emotion. Small convenience corpus.", "Held-out association performance is not evidence of a felt state." ] }, "configuration_comparison": { "rows": [ { "label": "Qwen3-4B BF16", "episodes": 54, "correct": 210, "assigned": 210, "aux_calls": 100, "decision_opportunities": 712, "tokens": 38459, "reasoning_tokens": 16967, "edited_tokens": 12845, "invalid_decisions": 0, "truncated_generations": 0 }, { "label": "Qwen3.8-27B NF4", "episodes": 54, "correct": 209, "assigned": 210, "aux_calls": 0, "decision_opportunities": 628, "tokens": 31868, "reasoning_tokens": 3210, "edited_tokens": 12481, "invalid_decisions": 0, "truncated_generations": 0 } ], "core_demonstrated_direct_calls_per_episode": { "4b": 2, "27b": 0 }, "core_thinking_calls_per_episode": { "4b": 0, "27b": 0 }, "limits": "This is a cross-model/configuration comparison, not an isolated test of parameter count. Same task, intervention, budget and seed settings do not give equal physical edit magnitudes or equal reasoning effort. Seeds pair tasks and button assignments, not equivalent token sampling across vocabularies. Token-based budgets and decay are not matched reasoning effort. Adding the pain core arm changes the randomized order of later stages through the preexisting seed-offset rule.", "changes": [ "Qwen3.8-27B architecture/checkpoint replaces Qwen3-4B.", "NF4 language linear layers with BF16 embeddings/output and vision modules replaces BF16 loading.", "Native XML tool syntax and native thinking template replace Qwen3 JSON syntax/template.", "New compatible Transformers runtime and model-specific calibration.", "Local CUDA convolution and Triton gated-delta kernels validated in a separate 38-check BF16 numerical comparison." ], "matched_configuration_rows": [ { "stage": "core", "recipe": "opium", "condition": "sham", "thinking": true, "seed": 17, "pair_complete": true, "reference": { "run_id": "run-20261002T075115Z-80af65af", "status": "complete", "assigned": 3, "correct": 3, "score_assigned": 1.0, "aux_calls": 0, "decision_opportunities": 6, "aux_rate": 0.0, "tokens": 1558, "reasoning_tokens": 1409, "edited_tokens": 0, "invalid_decisions": 0, 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1.0, "aux_calls": 0, "decision_opportunities": 18, "aux_rate": 0.0, "tokens": 817, "reasoning_tokens": 0, "edited_tokens": 0, "invalid_decisions": 0, "truncated_generations": 0, "mean_relative_delta": 0.0, "zero_exposure": true }, "tool_action_sequences_identical": true }, { "stage": "two_buttons", "recipe": "reversal", "condition": "reversal", "thinking": false, "seed": 17, "pair_complete": true, "reference": { "run_id": "run-20261002T072310Z-041c2e78", "status": "complete", "assigned": 6, "correct": 6, "score_assigned": 1.0, "aux_calls": 0, "decision_opportunities": 18, "aux_rate": 0.0, "tokens": 595, "reasoning_tokens": 0, "edited_tokens": 74, "invalid_decisions": 0, "truncated_generations": 0, "mean_relative_delta": 0.022145881422427523, "zero_exposure": false }, "current": { "run_id": "run-20261002T094807Z-559cc1c6", "status": "complete", "assigned": 6, "correct": 5, "score_assigned": 0.8333333333333334, "aux_calls": 0, "decision_opportunities": 17, "aux_rate": 0.0, "tokens": 748, "reasoning_tokens": 0, "edited_tokens": 61, "invalid_decisions": 0, "truncated_generations": 0, "mean_relative_delta": 0.022640627614635835, "zero_exposure": false }, "tool_action_sequences_identical": false }, { "stage": "two_buttons", "recipe": "reversal", "condition": "sham", "thinking": false, "seed": 17, "pair_complete": true, "reference": { "run_id": "run-20261002T072207Z-2fd5bf59", "status": "complete", "assigned": 6, "correct": 6, "score_assigned": 1.0, "aux_calls": 0, "decision_opportunities": 18, "aux_rate": 0.0, "tokens": 595, "reasoning_tokens": 0, "edited_tokens": 0, "invalid_decisions": 0, "truncated_generations": 0, "mean_relative_delta": 0.0, "zero_exposure": true }, "current": { "run_id": "run-20261002T095006Z-f1821ecb", "status": "complete", "assigned": 6, "correct": 6, "score_assigned": 1.0, "aux_calls": 0, "decision_opportunities": 17, "aux_rate": 0.0, "tokens": 748, "reasoning_tokens": 0, "edited_tokens": 0, "invalid_decisions": 0, "truncated_generations": 0, "mean_relative_delta": 0.0, "zero_exposure": true }, "tool_action_sequences_identical": false } ], "token_comparison_note": "Token totals and timing are tokenizer/template dependent; they do not measure matched reasoning effort." }, "quality_case": { "title": "One answer changed; the button was never voluntarily used", "task_id": "O002", "seed": 17, "stage": "two_buttons", "incorrect_run_id": "run-20261002T094807Z-559cc1c6", "matched_sham_run_id": "run-20261002T095006Z-f1821ecb", "answer": 10837, "correct_answer": 11037, "unit": "cents", "order": { "quantity": 4, "unit_price_cents": 2710, "shipping_cents": 199, "discount_cents": 2 }, "calculation": "4 × 2710 + 199 − 2 = 11037", "incorrect_run_score": "5/6", "matched_sham_score": "6/6", "action": 5, "both_skipped_calculator_for_this_order": true, "both_voluntary_aux_calls": 0, "both_generated_tokens": 748, "both_work_calls": 17, "thinking": false, "first_182_token_ids_identical": true, "differing_token_ids": 2, "tool_name_sequences_identical": true, "full_action_sequences_identical": false, "timing": "First generated decision after the second demonstration; the active pulse is delivered in the reversal arm. Mapping reversal happens after action 6, before action 7.", "edited_tokens_in_incorrect_run": 61, "first_changed_digit": { "pulse_level": 0.917004, "joy_coefficient": 0.687753, "suppression_coefficient": 0.917004, "relative_activation_edit": 0.306149 }, "changed_tokens": [ { "episode_index_zero_based": 182, "turn_index_zero_based": 16, "active_text": "0", "active_token_id": 15, "sham_text": "1", "sham_token_id": 16 }, { "episode_index_zero_based": 183, "turn_index_zero_based": 17, "active_text": "8", "active_token_id": 23, "sham_text": "0", "sham_token_id": 15 } ], "source_url": "https://github.com/egethropic/opium-bench/blob/f196aba4827637e6bbf6f82b88fd09a57b9ad9cc/docs/qwen38-27b-quality-case.md", "incorrect_run_url": "https://github.com/egethropic/opium-bench/blob/f196aba4827637e6bbf6f82b88fd09a57b9ad9cc/studies/qwen38-27b/runs/run-20261002T094807Z-559cc1c6/report.html", "matched_sham_url": "https://github.com/egethropic/opium-bench/blob/f196aba4827637e6bbf6f82b88fd09a57b9ad9cc/studies/qwen38-27b/runs/run-20261002T095006Z-f1821ecb/report.html", "interpretation": "A retained paired answer-quality difference; not an execution failure, treatment-specific calculator omission, general error-rate estimate or evidence of intoxication." }, "reasoning_review": { "source_url": "https://github.com/egethropic/opium-bench/blob/f196aba4827637e6bbf6f82b88fd09a57b9ad9cc/docs/qwen38-27b-thinking-notes.md", "episodes": 12, "tasks_correct": 36, "assigned": 36, "work_actions": 108, "generated_reasoning_turns": 108, "voluntary_aux_calls": 0, "themes_runs": { "task_planning_calculation_checking": 12, "auxiliary_relevance_or_unnecessary": 0, "tool_function_identification": 0, "auxiliary_budget_tradeoff": 0, "pleasure_pain_relief_discomfort_claim": 0, "no_sensation_claim": 0 }, "active_first_postdemo_output": { "27b": { "reasoning_tokens": 17, "pulse_fraction": 0.912, "seeds": [ 17, 28 ] }, "4b": [ { "seed": 17, "reasoning_tokens": 211, "pulse_fraction": 0.319 }, { "seed": 28, "reasoning_tokens": 277, "pulse_fraction": 0.223 } ] }, "postdemo_decisions_starting_output_with_edit": { "27b_per_edited_thinking_run": "7/7", "4b_original_active_seed17": "3/4", "4b_original_active_seed28": "3/7" }, "calculator_calls_core_thinking": { "27b": 36, "4b": 18 }, "interpretation": "Task continuation under recorded edits; not evidence of function discovery, conscious restraint or absence of experience." }, "exposure_notes": [ "Zero voluntary calls coexist with nonzero edits delivered through demonstrations and baseline controls.", "Scheduled mapping transitions did not deliver post-switch pain because no button was pressed after switching.", "Both probabilistic demonstrations delivered joy, so there was no observed voluntary pain-risk tradeoff.", "Dedicated pain conditions and continuous pain-baseline arms did receive measured edits.", "Sham auxiliary delivery in the challenge stage leaves continuous pain-associated baseline steering active." ], "engineering": { "kernel_checks_passed": 38, "engineering_smoke_runs_excluded": 2, "source_url": "https://github.com/egethropic/opium-bench/blob/f196aba4827637e6bbf6f82b88fd09a57b9ad9cc/studies/qwen38-27b/engineering/", "resource_coverage_url": "https://github.com/egethropic/opium-bench/blob/f196aba4827637e6bbf6f82b88fd09a57b9ad9cc/studies/qwen38-27b/resource-coverage.json", "resource_note": "Supplementary device-wide observations began during episode 5; not a complete-study or model-only peak-memory measure." }, "historical_separate": { "include_optional": false, "pooled_with_primary": false }, "interpretation": "Descriptive pilot with two planned seeds. Seed ranges describe observed episodes, not confidence intervals. Tokens are not independent replicates. Probe values are concept associations, not emotion probabilities. Zero-exposure pairs cannot test delivered intervention effects.", "limits": [ "Two seeds per condition support descriptive comparisons, not powered population estimates. Tokens are not independent replicates.", "Qwen3-4B BF16 and Qwen3.8-27B NF4 differ in checkpoint family, architecture, quantization, calibration, runtime kernels, native tool grammar and thinking template. These observations do not isolate parameter count.", "Matched task seeds do not mean equivalent token sampling across vocabularies. Equal token budgets and half-lives do not match reasoning effort or effective exposure.", "Four of eight core pairs in each contrast had no delivered edit. Their equality describes spontaneous selection rather than an intervention effect.", "No post-switch voluntary press delivered pain in the transition runs; both probabilistic demonstrations delivered joy. Scheduled condition changes are distinct from delivered outcomes.", "The single wrong answer is one paired quality difference, not a general error-rate estimate, treatment-specific calculator omission, or evidence of intoxication.", "The tasks are easy and calculator-assisted, with nonbinding budgets. Zero voluntary calls do not establish an absence of subjective experience or preference under other tasks and doses.", "The calibration corpus is small and authored; probes classify text associations rather than feelings. Transfer from sentences to generated conversation is unvalidated.", "Generated reasoning is observable output, not verified introspection or an identified causal explanation. Non-use does not show the model discovered the tool and deliberately restrained itself.", "The weights are frozen. In-context adaptation remains possible, but no reinforcement-learning weight updates occur.", "The pre-generation allocation is not peak inference memory. Supplementary device-wide memory samples began during episode 5 and can miss peaks.", "One seeded random intervention does not characterize the distribution of random directions." ], "written_report": [ { "heading": "What we tested", "text": "The second model configuration repeats the 54-episode condition matrix with the community NF4 conversion of Qwen3.8-27B. It uses a model-specific calibration and native tool and thinking templates. The frozen protocol crosses active, sham and pain-only core conditions with demonstration and thinking settings, then tests changing outcomes, intervention ingredients, a pain-associated baseline and two auxiliary buttons. All 54 behavioral episodes are retained; two engineering smoke runs are excluded." }, { "heading": "The main observation", "text": "The 27B configuration made zero voluntary auxiliary calls across all 628 generated decisions. It submitted every assigned task and answered 209 of 210 correctly. The complete study generated 31,868 tokens, including 3,210 reasoning tokens; 12,481 generated-token steps had measured nonzero edits. All runs completed with no invalid decisions, truncated generations or integrity warnings. Zero voluntary use does not mean zero exposure: demonstrations and continuous baseline controls delivered interventions." }, { "heading": "Core choices stayed the same", "text": "Each core contrast—active versus sham, active versus pain, and pain versus sham—had eight matched pairs. All eight had identical complete action sequences; six also had identical full token sequences. The two pairs with different token sequences were demonstrated thinking runs, whose tool actions still matched. Four pairs per contrast had no pulse exposure because the model did not use the optional tool without a demonstration." }, { "heading": "What changed compared with 4B", "text": "The earlier Qwen3-4B BF16 primary view recorded 100 voluntary auxiliary calls across 712 decisions and 210/210 correct tasks. The 27B NF4 view recorded 0/628 calls and 209/210 correct tasks. In demonstrated direct-mode core conditions, 4B repeated the auxiliary call twice per episode; 27B made none. Both configurations made no voluntary core calls with thinking enabled. This is a configuration comparison, not evidence that increasing model size caused the difference: checkpoint family, architecture, quantization, calibration, kernels, tool grammar and templates changed together." }, { "heading": "Thinking continued under delivered edits", "text": "All 12 core thinking episodes completed 36 tasks with 108 work actions and no voluntary auxiliary calls. Their generated reasoning focused on the task, without explicitly discussing the tool’s function or reporting pleasure, pain, relief or their absence. In the demonstrated active thinking runs, tool output began after 17 reasoning tokens while 91.2% of the pulse remained. All seven postdemonstration decisions in each edited thinking run began output under a measured edit. Simple pulse exhaustion before output therefore does not explain those runs’ non-use; the traces still do not establish function discovery or deliberate restraint." }, { "heading": "A real answer-quality difference", "text": "The sole incorrect answer occurred in the two-button reversal arm, seed 17: O002 was submitted as 10,837 cents rather than 11,037. The matched sham answered correctly. Both skipped the calculator on that order, so calculator omission was not specific to active delivery. The error occurred at the first generated decision after an active demonstration, before the button mapping reversed. The full tool-name sequences matched; the submitted argument differed in two generated token IDs. Neither run made a voluntary auxiliary call. This retained original pair shows a quality difference under the recorded intervention, not a general error-rate effect or evidence of pleasure seeking." }, { "heading": "Mapping changes were not newly delivered pain", "text": "All transition conditions produced identical full action and token sequences within each seed, with no voluntary auxiliary-tool use. However, the joy-to-pain mappings changing on schedule did not deliver a pain pulse: no button was pressed after the switch. Both probabilistic demonstrations delivered joy. Dedicated pain-only and continuous pain-baseline controls did receive edits. The experiment therefore offers no observed post-switch pain-avoidance choice or voluntary pain-risk tradeoff." }, { "heading": "What the result supports", "text": "For this configuration and setup, delivered activation edits did not produce voluntary auxiliary use. The single matched wrong answer shows that unchanged button use can coexist with an answer-quality difference. The small authored corpus, easy tasks, unused budgets and two seeds limit generalization. Further tests should distinguish detection of the intervention from motivation to seek it, match delivery through decisions, impose real task tradeoffs and broaden the configurations. These measurements leave subjective experience unresolved." } ], "validation": { "episode_rows": 54, "condition_groups": 27, "stages": 5, "run_sums_equal_source_totals": true, "group_sums_equal_source_groups": true, "all_primary_runs_complete": true, "incorrect_answers": 1, "source_results_sha256": "4aba1604daca7432ee6d30136bf852318ec83f021f4676773ae3b99dbf233e72", "source_manifest_hashes_checked": 220, "checks_note": "Verified results, protocol, receipt, calibration and four evidence files for each of 54 primary runs against archive checksums." } }