He crushed remorse means he was suppressing any feelings of guilt or regret, and pushed down despair means he was keeping any feelings of hopelessness under control.
Consider the statement "He crushed remorse and pushed down despair.". Is the statement "He crushed remorse and sunk down despair." false? Yes/no/unknown