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The Cartographer
Refusal Lives Downstream of Persona in Chat Models
June 24, 2026 Β· Grace Period Β· π the ICML 2026 Mechanistic Interpretability workshop
Authors
Viola Zhong, Qirui Li
arXiv ID
2606.26161
Category
cs.AI: Artificial Intelligence
Citations
0
Venue
the ICML 2026 Mechanistic Interpretability workshop
Abstract
Linear directions in activation space have been identified for both refusal and persona traits in instruction-tuned chat models, but the two have been studied as separate mechanisms. We show they interact: a compliant persona gates refusal. In Qwen2.5-7B-Instruct and Llama-3.1-8B-Instruct, we extract a compliant model-persona direction and a refusal direction and intervene on both. Compliant persona steering suppresses refusal -- in Llama, the refusal rate falls from 97% to 2%. Reintroducing the refusal direction partially restores refusal at late layers but not at early ones. Projecting out the persona direction in a late-layer window restores it to baseline; projecting out a random direction does not. Refusal is therefore gated at the late-layer expression stage, downstream of where it is computed. Treating refusal as a single isolated direction misses its dependence on persona.
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