An even more convincing hypothesis is that depression is simply contagious. (That is, hearing a depressing thought can be almost as depressing as coming up with it yourself.)

This is supported by research on social networks: happiness and depression are both contagious.

As an interesting detail, happiness seems to be more contagious than depression, so befriending a lot of people will on average increase your chances of getting "infected" with happiness.