Heck, kids over 40 are unhappy too. I think there was a study done that said unhappiness starts to grow once you're 19, up until you're 50, then you start becoming happy again.
I think if that study were done every year, we'd see the "happy again" age trend older and older, as retirement becomes less and less feasible for the majority.