Around 1850, the location just north of Fosterville, GA, was positioned along the new railway from Atlanta to Macon. The trainstop there was named for a prosperous local planter, James Lankford Lovejoy. On early maps, the location is called "Lovejoys."[5] It became known as Lovejoy's Station by 1864, where it was the setting of a civil war battle during Sherman's campaign through Georgia. James Lovejoy left the region and died in Clinch County, Georgia in 1877.
Lovejoy was also the site of a cotton gin until 1932.[7]
In 1979, Betty Talmadge, former first-lady of Georgia, purchased the remnants of the Hollywood set "Tara," the fictional plantation featured in Gone With the Wind, and brought them to Lovejoy.[8] The main road through Lovejoy today is named "Tara Blvd." The remnants of Tara are available to be toured at the Lovejoy Plantation through www.savingtara.com.
According to the United States Census Bureau, the city has a total area of 2.6 square miles (6.8 km2), of which 0.02 square miles (0.06 km2), or 0.91%, is water.[10]