Did they purposefully gather to (spoilers)...
...commit suicide? I didn't see them as depressed at all. Marcello seemed to have the perfect life as a handsome pilot with lottsa stewardesses hanging on to him.
Marcello's death seemed to be an unexpected occurrence since he was leaving. Ugo and Phillepe were definitely suicides.
It was a great film none the less about male menopause.