Origin of the term "souped up"

That is a very old term, I can't tell you the origin but I can tell you I can remember my grandfather saying it 50 years ago and it always just meant hot rodded, high performance or souped up. I also grew up in a equestrian family and never heard the term used around horses but I did hear the term hot shot. A method of making a horse perform above its normal abilities.