Remember the fuel pump is controlled by the main relay. Two things should happen when the key is first in the ON position: you should hear the main relay click under the dash and then the fuel pump buzz for two seconds. Put your seatbelt on first so you don't get interrupted by the reminder chime.
Main relays are common failure, but so are fuel pumps.