The animosity os NOT toward "Southern Americans", but against what the Confederacy stood for, which was racism, racial superiority, slavery, dominance by a tiny bunch of oligarchs over everyone else.
In short, the antebellum Confederacy sucked in the same way that Nazi Germany sucked, in the same way that the Roman Empire sucked, rule by the few over the many, paid for by the many.