Thank you for the replies!
Yes aluminum. And it came with a pill to put the module in. I have a 532nm dpss module in the pill currently. So I'll tuck the negative end away like you said and solder the positive end to the plate then.
I'm surprised the negative end works fine there though.
So how can you tell if its case positive or negative then?