So in theory you could feed it incomplete text, and then ask it for the probabilities of what the next character could be?

I think the joke here is getting missed

you could, but it the model is not optimized for text

this is complex, but generating text is highly complicated and requires mode dropping to make long cohesive text

If you provide it an AST of the english language, yes.