At its core, line dancing is simply a group dance where people move in sync while facing the same direction, which makes it easy to join without needing a partner.

One recent Wednesday night in Atlanta, dozens of people gathered in a studio space armed with water bottles, hand fans, towels and an expectation to be in sync. There were hugs among the regulars ...