>> The space shuttle normally orbited with it's payload bay, opposite of the landing gear facing Earth

That wasn't a choice. The doors had to remain open and pointing away from the earth so that the radiators could properly dissipate heat. It also, in theory, kept the most important thermal tiles pointing away from incoming space rocks.