Update: I opened up the relay control module and tested the relay manually. I find that if I close the fuel pump relay manually, I can hear the fuel pump prime up (the noise when you first turn the key to on without starting the car, so I think the fuel pump is fine, and its the relay module that is the culprit.

Looking now for a replacement relay control module.