The best summary of the logic used by the Anti-Federalists to argue against a single large republic is:
A single large republic will make it difficult if not impossible to represent the views of the citizens.
Anti-Federalists believed that a large republic would lead to a disconnect between the government and the citizens, making it harder for representatives to truly reflect the diverse interests and needs of the populace.