When a car's low-fuel light comes on, there may be as little as one gallon of gasoline left, depending on the car model. Don't keep driving with the light on. In addition to running out of gas, driving with low fuel increases the risk of clogging fuel injectors with sediment that builds up in the bottom of the tank. That can reduce performance and fuel economy. The current cold weather compounds the problems.