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Study 3: Steering Welfare-Relevant Directions Affected Representation but Not Behavior

The study explored whether steering welfare-relevant directions in a model's representation affects behavior, but found no distinguishable behavioral effects. The calibration process revealed that the planned procedure was not viable, leading to the suspension of the study. The research shifted to Qwen3.6-27B, where a small probe identified a direction-specific welfare footprint.

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PublishedSeptember 15, 2026ashesfall
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WHY IT MAY MATTER

This study provides insights into how model behavior and representation might diverge, which is important for understanding alignment and capability gaps in AI systems.

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