maybe it's your fuel pump dying. pull off the rear seat and open the right hand side cover. if the sound is louder, it's your fuel pump. If you haven't replaced your fuel filter recently, do it asap as a clogged filter puts an extra load on the pump and it tends to wear it out prematurely.