The name "Hungry Horse" comes from a tale about two horses, Tex and Jerry, who wandered away during the harsh winter of 1901. After being found alive weeks later, despite the severe conditions, the area where they were discovered was named in their honor. This story of survival has become a beloved part of local lore.