Based on the evidence collected during paranormal tours at Short Mountain Distillery, it is believed that the ghost of Elizabeth Patterson, the wife of murder suspect John Patterson, during the time of the axe killings, haunts the premises. Visitors have reported eerie sightings and unexplained occurrences, adding to the mystery and intrigue of this historic location.