When most people think of the Pacific Theater of World War II, they envision tropical islands, heat, and jungle combat.

William McKinley didn’t plan on building an empire, but he did. From the annexation of Hawaii to a “little war” with Spain, McKinley’s first term transformed the U.S. into a global power. But behind ...