I guess I'm too scared of getting shot down. But thanks for the advice. I guess this is what love or infatuation does to a guy.
Suck it up and walk up to her and do your thing. Get yourself psyched up and make your mind up to not give a crap whether she goes for it or not, even if just for a moment while you talk to her.
Confidence is the best attractant.