My understanding is that it usually occurs whenever a daemon is unable to shut down correctly, so it locks up the entire process of shutting down.

The networking daemons were what used to cause it when I had Fedora installed, iirc. I would start looking there.

As for why it's so vague and self contradictory, I couldn't say.