Great interactive chart from the NY Times that uses Google maps and data from the census.
You can look at incomes from the census track level (e.g. a few blocks) all the way up to the entire country. This diagram shows income distribution:
Income in Manhattan
And this one is the change in median income:
Income change
You can also check things like ethnicity and various income levels.