Punchline

I always seem to walk into a room right at the punchline of a joke. People start laughing loudly at it, but it makes no sense to me! What a weird situation to be in. Do you laugh along with everyone? Do you pretend you didn't hear the punchline at all? What if you are the first to laugh, after just having walked in?