I don't know that the rich are above-average in lacking empathy or compassion. Though there does seem to be a correlation between wealth and ruthlessness, which isn't exactly the same thing.

However, when we see bad behavior from the rich, like the Koch brothers, their wealth amplifies the bad behavior and it seems to have an outsized effect upon the world.