Alexander Koryagin:

Why does "go south" mean something wrong?

My uneducated conjecture is that at one point the phrase
became a reference to the flight of criminals from South US
to Mexico, in search of shelter.

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* Origin: nntp://news.fidonet.fi (2:221/6.0)