I was wrong...they do have TJ-brand dogfood but it's near the front and I just didn't see it before.
I came at 7 on a Wednesday night and it was dead with only about 10 people inside. Maybe the snowbirds are all gone now?
It would be great to have another Trader Joe's between this location and the one on Shea.