During emergence evacuations such as the commonly repeated hurricane evacuations here along Florida's gulf coast chances of finding a gas station with fuel are very slim.
So your screwed no matter what you might be driving or trying to charge with a generator.
Good look siphoning the extra electricity out of your other vehicles and putting it in cans in the trunk.