At the very end of the prom (not Fethiye end) just around the corner, veer to the left, down a small slope (or steps) and walk along dirt track for abit and you'll find it.
Hopefully someone who knows Guvens will verify those directions.
Alternatively, take dolmus to terminus and walk a short distance back towards the prom