Gram positive bacteria are a category of bacteria that have a thick peptidoglycan layer in their cell walls. When subjected to the Gram stain technique, these bacteria retain the crystal violet stain and appear purple under a microscope. This characteristic is a primary way to differentiate them from gram negative bacteria, which do not retain the crystal violet stain and appear red or pink.