The story
The referent Georgia is the US state of Georgia. The term is most likely an allusion to hillbilly culture, whether in a derogatory way or in a celebratory way, depending on the perspective of the speaker. See more at Mexican overdrive § Etymology.
Etymology from Wiktionary, CC BY-SA 4.0.