This! If they didn't tell you, ask what you could have done differently to be a better candidate. That sort of thing shows that you are concerned with improving and not just going to accept the status quo.
Yeah, it appears I bollixed this up. I was pretty ticked off in a non-related FB post just before I posted this. Seriously debating de-friending some long time friends.