This matches my experiences. I ride most mornings before work since I telecommute, but it's the same idea. The positive effect on my mood surprised me — it only takes a little bit of exercise!

As an aside, please be careful wearing headphones when you ride. There are plenty of flame wars over that (and helmets, and brakes) over in /r/bicycling.