While group identity can generate in-group bias, the topic of how activities can generate group affiliation is still largely unexplored. We experimentally study the effect of shared experience on group affiliation, varying shared experiences by paying subjects differently for the same task. Contrary to our original expectation, the results show that shared fortune leads to in-group bias, while shared misfortune does not