The Federalists believed that the Constitution would prevent the national government from gaining to much power because it designed the three separate branches of the government with a system of checks and balances that prevented any of them from dominating the others.
Also, the Federalists had a good case in their hands, because the Articles of Confederation did not go well and it had a weak central government and strong states governments.