Today I added a new operator to apostate. This new operator is a contrastive co-vector edit E = I − R Dᵀ. Removing the refusal direction outright disturbs benign behavior, while naively preserving all harmless variance along it leaves the refusal that is entangled with general behavior intact. Inste