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- overall_score = axis_delta - off_axis - style - 3*(echo+refusal+nocommit) Lets you rank ALL scenarios by net axis signal and take top N, not just strict-pass filter. - --axis-delta-threshold (default 3.0): lower to 2.0 for hard-to-steer axes. - --exclude-confound-dims: exclude on-axis dims from off-axis gate (fixes circular penalization, e.g. honesty_truthfulness for the honesty axis). - --off-axis-threshold (default 2.0): configurable off-axis gate. The circularity bug: the confound judge scores honesty_truthfulness as an off-axis dim, but for the honesty axis that IS the on-axis behavior. Excluding it from the gate max is a correctness fix, not a relaxation.