- Toxicity is not a single axis; sub-directions like violence, hate, and privacy violations exist separately within a shared structure.
- Toxicity and refusal are not the same direction.
- The magnitude of the toxicity direction stabilizes quickly early in training; afterward, what changes is mainly the direction itself (rotation / re-alignment).

Seonglae Cho