If you attack enemies with your assassin before combat starts, it counts as surprise. In EA the enemies first round is lost and the word surprised floats over their head. That clears their surprise though. So if you want your other characters to benefit from surprise, you need them to join as soon as the combat starts.
I suggest taking some time to practice with the turn based toggle before leading into combat. If you do it right you can get your attacks off quickly.
