Gilman returned home, again helped his father in the store, and immersed himself in politics. In the period 1786-88 he sat in the Continental Congress, though his attendance record was poor. In 1787 he represented New Hampshire at the Constitutional Convention. He did not arrive at Philadelphia until July 21, by which time much major business had already occurred.