Does she consider me just a bit of drunken fun or are her feelings for me stronger than that?

I'd say she has feelings for you. If she doesn't regret having relations with you when she sobers up, that means she would probably do it again sober. And all the other signs you've given definitely point to yes. I agree with your friend, she was probably using drinking just to break the ice.