Sounds like the relay may be shot, the test jumper will turn it on with the ignition:
http://www.4crawler.com/4x4/CheapTricks/index.shtml#FuelPump

Pump is easy to get to in a 4Runner, access hatch under rear seat bottom. In a pickup, either drop the tank or lift the bed off.