I get the feeling that Chris is your 'friend'. Not all friends are lovers. I think you'll be better off if you simply tell Chris the truth - you're friends but not friends with benefits. Perhaps you'll find out he's not attracted to you as well and that's why you're not owning up to it?

No one likes rejection - but a friend is really better than a lover any day, in my opinion.