I know it's only been three weeks, but (from experience) when a woman wanting space turns her head when you try to kiss her.. . It typically means she has moved on. She doesn't feel comfortable with you kissing her. . That's a bad sign after 3 weeks.
Personally, I would move on also. No need to sit around and wait. I suggest being single for a while, get comfortable with yourself... and move forward.