It is the home of the Ku Klux Klan, 19th century secessionist traitors, rattlesnakes, alligators, conservatives, and many ignorant voters. Black people there may face discrimination. (Unlike New York City with its stop and frisk policy?) The Deep South means something similar to The South but there are differences. 
Culture good and badEdit
The South is known for having no cultural achievements whatsoever. No, we didn't really mean that, the South has some cool music, some great literature and some of the best cooking in the country. Birthplace of jazz and zydeco, Ralph Ellison and Harper Lee, and Cadjun and Lowcountry cuisines, it punches above its weight in doing battle with the Wonder Bread tendency of American culture. Just to be sure you get that last point. Wonder Bread was invented in Indianapolis, Indiana. Just try hating on the South while you sit at the Cafe Du Monde having cafe au lait and beignets. Sneer at our lack of culture you Yankees whose contributions to world culture include the city wide food desert of Camden, New Jersey.
Not all goodEdit
Southern hospitality is supposed to be good. What does that mean? It means looking after people who are well off and don't need help. Poor people in the south may have to get by on soup kitchens. Southern cuisine is supposed to be good and their needlework is good.  What does that mean? It's part of a bad tradition that women are supposed to spend practically all their time cooking, sewing, looking after kids and doing women's work and being subservient to their fathers before they are married, being subservient to their husbands afterwards, see Phyllis Schlafly. If you're a woman and like needlework and stuff we think you should do other things as well.
Question: Basically, liberals would be okay with the South if they just stopped having Senators. Deal? Answer: Writing off the majority of Southerners is a bad habit of Yankee elites that began Southerners were first abandoned at the end of Reconstruction. Lets skip blaming the victim.
Stereotypeing is frequently the result of ignorance, and people from outside the USA don't always know enough to tell when a stereotype is incomplete. The bad stereotype underestimates what's good in the South.