James Madison and other Federalists, such as Alexander Hamilton, believed that a large, diverse republic would best serve the common good. They argued that a wide range of interests and factions would prevent any single group from dominating, fostering a system of checks and balances. This diversity would encourage compromise and allow for more balanced governance, ultimately protecting individual rights and promoting the public welfare.