Sticking my neck out and I'm certain someone will have more elegant explanation but it was once explained to me like this : Fuel mass is a direct measure of the number of fuel molecules you are carrying which in turn is a direct measure of the amount of chemical energy you are carrying...
Makes checking the loading /performance slightly easier as well.....
Right, off to get my tin hat.