My guess is the more affluent choose a spot that allows them maximum access to the center while maintaining a higher life quality in terms of quiet and space, and then gradually and naturally real estate prices are set, and people find themselves buying what they can afford.
I've never been to the Southern Hemisphere, I wonder if the North side of town in Australia is also reserved to the richer...