Sound designers often layer real engine recordings with animal growls or jet engine whines to make the car feel more "predatory."
The resonant frequency of the exhaust pipe, often tuned by engineers to sound aggressive or "musical."
The Doppler shift is most "pure" here, with a clear rise and fall in pitch.