Nah, 22 gauge is probably overkill. I've powered it off of 30 gauge wire just fine.
However, I'd recommend using stranded wire for voltage lines instead of magnet wire, as I've had many issues in the past when trying to use even thick magnet wire for voltage lines. If I had to guess, is that...