If you have the non-hybrid, it could be the transmission hunting for the right gear. I test drove the 8 speed, and I found the automatic gear changing annoying. If there are different transmission modes, try "sport" it might hold the gears longer before changing. Also, try using the paddle shifters and shift up like you would do with a manual. If it is smoother, then it is probably the transmission trying to find the right gear.