Do you play with the same people every time? Because experience has shown me that if you're in a group of friends and one gets mad, the rest tend to follow along. Once I pruned the angry person out of my regular group of friends I play with, it suddenly got a lot more pleasant. It just takes that one person who decides to whine about their death rather than laugh to ruin the entire group mood.