My girlfriend is super competitive

when we go bowling I win always win and she gets really upset that she lost. To the point of where she won't even talk to me. It got so bad that I started to pretend like I was losing so she wouldn't spoil our time out together. It's gotten so annoying that I can't even play any type of game with her because the competitive-ness is extremely annoying. Am I overreacting?