What did those who favored the newly proposed stronger national government choose to call themselves?

The answer for this question is: Federalist

The Federalist wanted the Government to play a huge role in controlling Citizen's life. They advocated massive welfare policies, the formation of federal banks, higher taxes for all business, more regulations on the speech department, etc.