Joseph Stalin wanted to regain Russia's (USSR) land that was lost in the previous World War I, (The Great War) basically wanted to take over the world, little by little. To do this, he eliminated anyone who he thought would be more powerful than him, such as the important rulers in the Central Planning Committee.