I believe they want the tax raised BY $1/gallon. It would not be the worst option IMO if it was accompanied by tax relief somewhere else. It would probably be more effective than government mandated CAFE standards.
If you consider the trillions spent on our Middle Eastern forays, that is a tax (borrowed) on gas, and it's a LOT more than $1/gallon.