There's a couple of things which activate with the electrics, so it depends where the noise is coming from.
If the noise is coming from behind you (under the rear seats), it's the electric fuel pump.
If the noise is coming from the engine, it's the servos on the injector system winding up into position. I get a buzzing noise for a couple of seconds, then it switches on. I think it's the idle control motor.