It is possible he is not imagining things...

When I pull into my garage in EV mode I can definitely hear the inverter whine. While the whine is normal, I do think it has gotten louder since I have bought the car.

I wouldn't attribute it to high speed driving though. Is this a high pitched whine? Almost on the the upper edge of hearing?