Gram negative bacteria are a class of bacteria that are characterized by their unique cell wall structure, which does not retain the crystal violet stain used in the Gram staining method. Instead, these bacteria appear red or pink under a microscope after counterstaining with safranin. This distinct staining property is due to their intricate cell wall architecture.