Wisconsin, in addition to the above average gas tax, has a type of reformulated that is not easy to produce and the adds to the price per gallon.
This single best thing that the Federal government could do to control price is to enact a single standard for reformulated gasoline in the non-attainment areas. The market is strangled by the inability to transport gasoline from an area of supply to one of demand.
We had a spike in IL a few summers ago when the combination of a pipeline problem and refinery problem deeply cut the capacity to make the special formula required in the Chicago metro area. I could drive 20 miles west to save 40 cents/gal by leaving the non-attainment area. If gas could be moved more easily between regions the price effects would have been much less.