The Hounds Pits Pub
Exit the boat and go up to the bar to join the loyalists for a celebratory drink. After a short conversation, head up to your room and go to sleep. When you regain control of Corvo, you’ll have no weapons or ammo and will be in the crazy realm where we first met the Outsider. Climb the stairs nearby to go and have a chat with him.