I feel pretty confident that he won't directly kill Dumbledore (also I feel that Dumbledore is innocent, which influences my belief that Harry won't kill him).

I think he'll do something based on his belief that Dumbledore is evil, and that his action will be stupid and put Dumbledore or some other people into danger, probably in danger from Quirrell. That's a standard module in these kind of stories.