Tennessee Gas Prices Inched Up Very Slightly This Last Week Rising Nearly A Penny. According To Triple-A Prices Across The State Will Likely Fluctuate As The Back To School Season Begins But Are Expected To Remain Low. In Fact, The Auto Club Group Believes We’ve Seen Prices At The Pump Peak For The Year, Barring Any Major Hurricanes.