a lot of rich people are rich because that way you don't have to see any affects of a lack of wealth.
that's the point. that's why they social isolate themselves in gated communities and exclusive resorts.
being subject to having to look at poor people suffering is a thing only poor people have to suffer.
your idea that rich people have 'feelings of immorality' makes me laugh, because you clearly dont' know any rich people, they don't have these feelings at all. that 'feeling 'is a projection of the poor onto the wealthy who think they know how the wealthier live and feel.... you don't. they live in another plane of existence and the concept of 'uneven distribution' doesn't exist to them.
you can't care about stealing candy from babies if you don't even know the babies exist. that's the element you are missing.