Gram negative bacteria are a group of bacteria that do not retain the crystal violet stain used in the Gram staining method. They are characterized by their unique cell wall structure, which includes an outer membrane containing lipopolysaccharides. This outer membrane makes them more resistant to antibiotics compared to gram positive bacteria.