You love your car. Many years of research at the American Automobile Assn.’s Los Angeles fuels laboratory has shown that if your car requires premium, you should keep using premium and suck up the cost. “Unless your vehicle manufacturer says premium is required — not recommended, but required — we’ve found no advantage to using premium fuel,” Shupe said. One …