Latimore was promoted from Ensign to Lieutenant junior grade in 1917. He served as acting Governor of American Samoa from April 10 to April 17, 1934. After a brief time at Naval Intelligence in Washington, D.C., Latimore, despite being a commander, was given the command of the USS Dobbin in April 1941; a destroyer tender at Pearl Harbor.