He knows this is probably going to end the same way: with K in prison because it's the only way he feels he has freedom of choice. And he knows he can't ask someone to give that up.

So for now he kisses K back, careful at first and then with a ferocity that surprises him. But all that pain has to go somewhere, and K at least understands it.