If all found to be true, money might not have been the only motivator, perhaps love (or assumed love) or blackmail. Know the Russians it could have been a mix of all 3. It might have also been a "god complex" where the spy is groomed into the role by careful stroking their ego and addicted to the thrill of breaking all the rules without being caught.