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When someone, usually a girl but not always, misses a spare or gets a gutter ball then puts on a pouty face, balls their hands into fists and stomps back to their seat, in a tantrum-esk way.
Ben: How was bowling last night?

Joe: Not bad, I was in the two hundreds every game but Sue couldn't break a hundred and was Bitch Bowling all night.
by Thulsa Doom October 25, 2011