Sueoka was born in Hiroshima Prefecture on February 1, 1917. He played for Waseda University. He won 1938 Emperor's Cup with Sei Fuwa, Sekiji Sasano, Shogo Kamo, Hidetoki Takahashi and so on. He also won the 2nd place at 1939 Emperor's Cup. He also played for Waseda WMW which was consisted of his alma mater Waseda University players and graduates. At the club, he won the 2nd place at 1940 Emperor's Cup. This tournament was the last Emperor's Cup before the war because Emperor's Cup was suspended for World War II from 1941 to 1945.