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  "scope": "Exploratory after main analysis, same 24 checkpoint-specific emotion directions at layer39 versus mean layers21–34. Both workspace and final residual norms enter the baseline and training-only feature residualization. The output feature is a selected-vocabulary ratio, not a full-output-distribution predictor. No model calls.",
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