This is actually pretty simple, but it took me a few minutes to find it, so thought I’d jot it down.
I needed to change the master page for my site, but it wasn’t using the one I thought it was. So, I went to Site Settings–>Look and Feel–>Master pages. That told me which Master Page the pages in the site were deriving from. I could then go to the Master page gallery and make the change.