I think the other General Presidents belong in this group, such as Grant and William Henry Harrison. Are there any non-General Presidents who fit in this category?
Herbert Hoover did not have elected experience before becoming president in the 1928 election. Defeated in 1932 against FDR and in the turmoil of the Great Depression for which Hoover was popularly blamed, Hoover's first election proved to be his only successful effort.