The phrase stems from automated keyword strings often found in low-quality content farms or spam networks. In many instances, searches involving names like "Gail Bates" paired with phrases like "thieving babysitter" or "harsh punishment" lead directly to adult-oriented content or automated search-engine spam rather than legitimate news stories.

According to reports, Gail Bates had been keeping a close eye on her porch, where she had left a baby stroller. When she saw a young mother, who was reportedly with a toddler, take the stroller, Bates sprang into action. She confronted the mother, who allegedly refused to return the stroller. A heated argument ensued, during which Bates allegedly used strong language and threatened the mother.

Proponents of Bates argue that she was simply standing up for herself and her property rights. They point out that the justice system often fails to hold criminals accountable, leaving citizens to fend for themselves. In this view, Bates' actions were a necessary response to a system that had failed her.

Supporters of Bates’ methods, though few in modern circles, historically argued that her harshness was an act of "tough love." The arguments in favor of her approach typically include: