Positive preventative steering can use a persona representation direction fixed in advance when the training data would otherwise push the model toward that persona.

“some vector that represents they use personas you know you've sort of fixed some representation ahead of time that you want to not vary let's say that your data implies going in that direction let's go back to the pirate example right your your data implies that you're acquired you should acquire a pirate persona in order to like explain this data”