Between the federalists and antifederalists which group wanted strong state government

The conflict between the federalists and the anti-federalists took place at the time of the writing and ratification of the US Constitution, that is, the second half of 18th century

The Federalists were in favour of strong federal government and the anti-federalists were in favour of strong state governments. 

so the correct answer is: the anti-federalists.