For some, Japan’s thousands of desert islands offer the chance for fun in the sun in a remote, exclusive locale. But for others, the secluded spots are lucrative business opportunities.

After the assault on Pearl Harbor on December 7, 1941, Americans quickly became all too aware of their vulnerability. The Roosevelt administration feared that the Japanese would strike on ...