Seems like fuel pump whine. It primes for a specified duration, about 2 seconds, on IGN switch on, then turns off. It runs continuously when the engine is running. As long as fuel pressure and all else is normal, it's a normal sound.
Recording posted here would be helpful if you believe the sound is abnormal.