When Nazi Germany attacked the Soviet Union on June 22, 1941, dictator Joseph Stalin was too shocked to speak in public for nearly two weeks.When Nazi Germany attacked the Soviet Union on June 22, 1941, dictator Joseph Stalin was too shocked to speak in public for nearly two weeks.