Louise was born in Mons, Hainaut, in the Austrian Netherlands (now Belgium). She was the eldest daughter of Prince Gustav Adolf of Stolberg-Gedern and his wife, Princess Elisabeth of Hornes, the younger daughter of Maximilian, Prince of Hornes. When she was only four years old, her father was killed at the Battle of Leuthen.