You choose to shake it.

"So, what house do you want?" you ask him.

"I'm hoping for Slytherin."

"Oh, that's the cunning one, right?"

"Yeah," he replies.

You chat for a while until the train stops, and you go to the Great Hall. Proceed to Part 8.