No, dropping a hair dryer in the bathtub will not kill you. However, it is possible for the hair dryer to cause an electrocution hazard if it falls into the water while it is turned on. If this happens, you should immediately unplug the hair dryer and contact a qualified electrician to inspect it for damage.