In September 1942, Stout became commissioning commanding officer of the destroyer USS "Claxton", which operated with Destroyer Squadron 23 ("Little Beaver" Squadron) in the Solomon Islands. For outstanding service in command of the "Claxton", he was awarded two Navy Crosses.