In general, tails are not there to generate lift, as the wing is.
Indeed. On most airplanes, the stabilizer holds the tail down, not up. If the tail feathers were to fall off your typical sport plane, trainer, or scale model in flight, the nose would drop and the plane would start to do an outside loop.