Yes! Travelers are responsible for dropping the vehicle off with as much gas as it had when the trip started (at the time of the key exchange).
Hold onto the gas receipt for at least five days after the trip end in case there are discrepancies noted by the owner. The best way to avoid disputes, however, is by taking a photo of the fuel gauge before and after a trip so everyone is on the same page.
You can view the gas policy here.