No, Georgetown County Airport (GGE) does not have a lounge, and travelers searching for one at this small South Carolina field will not find a Priority Pass room, an airline club, or a pay-in day-pass option anywhere on the property. This is a general aviation and limited-charter airport serving the Georgetown, South Carolina area, not a hub built around the scheduled jet service that lounges typically follow.
The nearest real lounge options sit at two larger airports within driving distance. Myrtle Beach International Airport (MYR), about forty-five minutes northeast, handles regular commercial service and the kind of passenger volume that can support airline or card-network lounge arrangements. Charleston International Airport (CHS), roughly ninety minutes south, is the bigger of the two and the more likely place to find an established lounge, including options tied to major domestic carriers. Either is a more realistic target than Georgetown County for a genuine pre-flight lounge visit.
Because Georgetown County serves general aviation and small charter traffic rather than scheduled airline passengers, its terminal is built for pilots and private flyers, with basic waiting space rather than food-and-drink lounge service. That is unlikely to change unless the airport's traffic profile shifts substantially toward scheduled commercial flights, which is not the current trajectory for a field of this size on the South Carolina coast. Georgetown, the historic port town on Winyah Bay that gives the county its name, draws most of its visitors by car along the Hammock Coast rather than by air, which is part of why the local airport was never built around passenger volume in the first place.
If your trip starts or ends near Georgetown but a lounge matters to your plans, build the lounge portion of your itinerary around Myrtle Beach or Charleston rather than the local field, and check whichever airport fits your route for its current lounge and access details before you travel.

