Some identify dehi/purusha/atma with the soul. But soul is a Christian concept and in Christian mythology, especially, there is talk of souls that can get corrupted and bodies without souls. Dehi/purusha/atma of The Gita is eternally pure and permeates everywhere, even beings deemed most sinful and foul.