Norman is primarily motivated to help plan the escape due to his strong sense of justice, a desire for freedom, and a deep loyalty to his fellow inmates. The abusive treatment from the guards, coupled with the need to improve their survival chances outside the prison, fuels his determination to assist in the escape plan. Additionally, Norman's camaraderie with his friends who are also attempting to escape further solidifies his commitment to the cause.