A lot of southern enthusiasm for eugenics was misplaced, being a response to an outbreak of Pellagra, caused not by genes, but by poor nutrition. Eat wrong, and you become an idiot.
Honestly, I think there was a lot of misplaced enthusiasm for eugenics in general.