You need to kiss her for real. Not for drunken club real. But a real kiss. And if she's not all 'ew' or 'maybe we should be slower' then you're probably girlfriends.
Then just like, casually call her your girlfriend once and if she doesn't argue with you then she's probably wishing she was your girlfriend anyway!