Pentagon is the control center of all Military Forces in USA. Pentagon is where most of the Highest Ranked Generals meet. If they were to take out Pentagon they would have inflicted a very severe wound in the American Government killing hundreds of High Ranking Generals and other officials.
Lodge was deeply committed to keeping the United States out of an unnecessary involvement in foreign affairs and political matters. The league of nations would throw america straight into that involvement.
