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UAT: persona_topk now logs 'j-thoughts (content of mental workspace)' with contrastive positive [❤ 😊 happy ...] vs negative [Worse 绝望 Panic ...] tokens (the contrast-before-topk fix), all three methods run, mean_diff baseline no longer crashes on the delivery tag. Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>