The Well Rested effect lasts for 15 minutes after sleeping in a house. This buff cannot be stacked.
While Well Rested, your strength is buffed by 10%, and movement speed increases by 40%.
"You are well rested. This happens when you rest in a nice location (like at a house). The effect lasts for 15 minutes."