During the quest, the OL can get hero tokens by killing them with a specific monster. In the Victory section, it says:
If a hero moves off the map through the Exit, the heroes win this encounter.
If the OL ever has a hero token from each hero in his play area, the OL wins this encounter.
The OL keeps 1 hero token he has gained from each hero in his play area for Encounter 2.
Does the OL have to win encounter 1 to keep the hero tokens?