Major Kenji Hatanaka and a small group did lead a rebellion by occupying the Imperial Palace. However, it failed completely because most of the Imperial Army stayed loyal to the wishes of the Emperor.
And though Japan did carry out some development work on atomic weapons, they were nowhere near perfecting a bomb:
Japanese atomic program - Wikipedia, the free encyclopedia