It smells like 2 pair or a set on the flop
Yes, I guess so. I had no good read on the player either, but the table had been betting many medium hands pretty hard and I had just bagged a nice pot against a K8 flopping a K, with my KJ, based on this knowledge. I think it's easy to get too optimistic at tables like this. Need to improve on self control there