What are the chemical differences between the cell walls of gram positive and gram negative bacteria that might explain differences in the rate of decolorization?

Gram negative bacteria have significantly thicker walls than gram positive.

This thicker wall doesn't allow a stain to penetrate the bacteria, and are generally regarded as more dangerous.

Gram positive usually have a thinner cell membrane.