What does "south" mean?

Informal to decline, deteriorate, fail, etc. stock prices went south

☆ that part of the U.S. which is bounded on the north by the southern border of Pa., the Ohio River, and the eastern and northern borders of Mo.; specif., in the Civil War, the Confederacy