Japan did not surrender . In result , Truman authorized the dropping of the first Atomic bomb on Japan ( in the city Hiroshima ) on August 6th , 1945 . In August 1945 , after Japan turned down the Potsdam Declaration Truman authorized use of atomic weapons against Japan .