Land IS somewhat expensive in LA though.

Plus, you are looking at it purely from a construction cost of the building point of view. If you build more densely, you don't need as many roads and other services, which also cost money, and once you have enough density, agglomeration means that it's economical to have local businesses nearby, fewer people need cars etc.