Why does she ignore me? Is it a bit of social anxiety; is it because I once did it; does she not notice me...?

Look, i'm not going to lie to you, I think she's sexually frustrated. Girls will often ignore, play games, give some rope.. because they want to have sex with you badly. I would approach her and ask her out. The only thing you have to lose is your virginity.