A water heater appliance includes a tank and a heated water conduit that extends from the tank. A mixing valve is coupled to the heated water conduit, and a mixed water conduit extends from the mixing valve. A thermal mass is positioned on the mixed water conduit, and a thermal safety sensor is positioned at the thermal mass.