how does fine tuning change the original transformer language model? 

what exactly happens to the token relationships behind the scenes so that it knows how to paraphrase never before seen sentences? How does it get from
training data
I would like to go to the movies.
The cinema seems like an ideal choice.

to be able to paraphrase a sentence like
I would vote for this candidate for president.