My friend at work was right. I've done the introductory Qigong exercise for the last 3 nights in a row, and every morning since then I have woken up with a pounding headache.
I asked her today for more detail about "grounding", and she suggested sending Reiki to someone after doing Qigong to help "bleed off" some of the excess energy.