The Federalist Party was lead by Thomas Jefferson and believed in a limited central government

I believe the party you are referring to is the Anti-Federalist Party. The Anti-Federalist party believed in a limited central government (like you said). Jefferson believed if government became too powerful it would become what they were trying to get away from (ex: monarchies such as Great Britain).

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