I've never hit dry, but I regularly fill over 1.6 gallons at pump. If you really want to fill it, rock it gently/slowly back and forth on the center stand when you think you're close to full. I've noticed the can traps a nice air bubble if you fill at the wrong angle.
On that note, does anyone else have a gas gauge that seems to like sitting on F until the tank is half empty?