Just did the light bulb test. I didn't bother digging out a 9 volt battery from the closet, just wired in a lamp through the SSR with all power off. As expected, the light worked, so I'm concluding the SSR is indeed fried closed. Ordering a new one now.
My built in digital ammeter also...