Doubt it. Southerners already had strong identities as Virginians, Carolinians, Georgians, etc., they'd be unlikely to embrace another label too quickly. They'd likely go with something awkward and anti-septic like "Southerner" or "Confederate", and that'd be the end of that.
Speaking of weird demonyms, what was someone from the Papal States called?
