Good idea on the golf tee, I'll remember that next time I change a fuel filter!

On the Gen 3 Explorers the fuel filter is behind a metal shield plate on the frame cross member just forward of the gas tank. Look at the forward side of the cross member on the passenger side and you'll see it. There's a second plastic shield behind the metal plate you'll have to take off too.