It's been a long time since I conquered -- or was conquered by -- anyone, but I thought it was the opposite.
Sure, 'Wealth' is abstracted across the empire, and doesn't need to be 'moved' like cargo or fuel, but it is accessable on the colony screen. I thought you could capture some wealth from any populated colony, or maybe it was capture all of it from the capital, or something.