He's not running out of Skyhold, instead going for the stables as fast as he can, and then climbing into the hayloft and hiding in the hay. He knew it would be too heavy for the soldier to climb the ladder in all his armor, so it was a perfect hiding place.

Tomas is yelling into the stables until the horse master drags him out for upsetting the horses. Victory!