Japan's motive was Imperialism; nothing more and nothing less. They wished to control all of Asia from Burma to New Guinea, and North. They would have had Indonesia and Australia too if they were able to pull it off. In plain language, their leaders were BGs.
The Japanese called it the Greater East Asia Co-Prosperity Sphere.