It's a known display issue. But by my understanding, your stamina isn't actually disappearing. It's just that the game is improperly showing you have more stamina than you actually have.

Starting up your game will incorrectly display your stamina, usually inflating it. Doing anything like running a map or gathering will refresh the stamina to the correct amount.