Yes. I think that most people are unhappy, and rich people are no exception. But they can be unhappy in luxurious surroundings.
I am reminded of a third-generation Kennedy (I forget which one) who died of a drug overdose in a $1000-per-night hotel room. Less affluent people would die of a drug overdose in an alley.