This type of political party supported a strong central government?

While it was not a political party in the idea of political parties today, those who opposed the Jeffersonian Democratic-Republicans (first political party) favored a strong federal (national) government and weak state governments. They took the name "Federalists" as that was the name given to the people who had supported ratification of the U.S. Constitution.