Dyersburg, TN. The City of Dyersburg is located in what is known as “Dixie Alley”. Dixie Alley is a nickname sometimes given to areas of the southern United States that are particularly vulnerable to strong or violent storms and tornadoes. This is distinct from the better known Tornado Alley.