Phunk is a forum sponsor and has a product that is probably your best solution. You want the Road Race Fuel Pump in this link
CJM 370z Fuel System Products: A Brief Overview.
Your other option is to keep the tank full. If you're not going to fill the tank, you'll just keep getting fuel starve. Don't do that; park the car.