Why did the founding fathers create federalism?

The founding fathers created a government based on federalism to avoid tyranny by allowing more citizen participation through both state and national elections for public offices. The idea was also that new ideas and programs could be tested at the state level without impacting negatively the nation as whole as well as that particularly divisive state leaders could be contained within their state.