Where is the fuel pump on a 96 geo prism?

It's inside the gas tank. Remove your back seat cushion and you should be able to access it through there. Of course you'll have to remove the plate covering it. If you put in a new one, make sure you get the strainer too. And change the fuel filter under the hood.