Yes, it will work, but resistance will be higher compared to 32 or 30 gauge.
Having said that, I've got some 36 gauge that came with an RBA, and when I tried, the resistance wasn't nearly as I high as I thought it might be. Thinner Kanthol lights up faster, too. If you've already got it, certainly worth a try.
-- Glenn