Generally speaking, the term "trolling" is typically regarded with a much more negative, mean-spirited connotation. It's less about amusing people and more about deliberately trying to annoy people. Most forums highly discourage it.

As to whether what Joe was doing can be considered "trolling" or was merely joking, that's a different matter.