Is she trying to ignore me, is it a bit of social anxiety or am I really just 'not there'?

Why don't you get her facebook or ask her out. As a friend first, be like you seem pretty cool we should hangout sometime. Give her a note, or talk to her, trust me son nothing will happen unless you do something, what's the worst that could happen? She could say no, I think you could live with yourself..