The torch inflicts fear on use, which does damage proportionate to the target's max hp while ignoring the armor they wear.
You can reclaim your torch from the shop for one bottle of whiskey alongside the knife, but only do so after going to all three paths. When your items get taken when you go on a new path they'd steal the torch and/or knife and you'd have to go re-purchase them at the shop again.