Just point the hour hand at the sun. Halfway between where the hour hand points and where the 12 on your watch points is where South is located.
This can be kind of confusing, so hopefully the video below can help. If you do this the wrong way, you’ll actually be going North instead.
Of course, this is assuming that you have an analog watch. If you have a digital watch you’re out of luck.