In order to effectively create a portrait of a city, your photographs must bring light to this contrast. Shoot people shopping, out to eat, on their way to work. Take photos of the most beautiful scenes you can find, and the most depressing. The end result is a collection of pictures that look like they were taken in two completely different cities.
If you explore meticulously, you'll be able to find this contrast in virtually every city you visit.