If the game is shitty, I'll give it up in disgust.
If the game becomes absurdly hard (Frozen synapse >_<), I'll keep trying to finish it, but usually swear off the game for a while due to excessive rage.
Games like I wanna be the Guy I pick up once, then never play again. I'm awesome, but...