Don't dip them, they'll split along the joints then if you ever do want to paint them you'll forever be re-filling the gaps as they just keep re-opening. Dipping can dry out the timber. Personally I'd paint them because the colour of the bare wood dictates the colour scheme in the whole house. Paint them something neutral and suddenly you have a lot more choices with all the walls.