low gas

2000 Land Cruiser, every time I get semi low on gas around 1/4 tank left ( gas light not close to being on ) the car has a super hard time starting. I can still hear the fuel pump when the battery turns on and the problem only seems to happen around the 1/4 fuel mark. I already looked at the...