A wisdom tooth abscess is a painful pus-filled infection that forms around a wisdom tooth. This happens most often because wisdom teeth are hard to clean, especially when they're partially stuck under the gum. The bacteria builds up and creates an infection. It's a dental emergency, so see a dentist right away!