Don't bite. You're right.

Having spent a good weekend learning how to perform latent-steering through playing with pytorch and a local Gemma4 model, there is no way I could have groked any of that in the the way I did without hands on time.

This is on an M3 Max 36GB I've had for a couple of years. No further outlay needed.