What was Theodore Roosevelt's famous saying "Speak softly and carry a big stick" a reference to?

The phrase "Speak softly and carry a big stick" was President Roosevelt's foreign policy. What this essentially meant was that he would try to negotiate a peaceful resolution to a solution, the "speak softly" part, and if that didn't work he would involve the military, or the "big stick".

Big stick diplomacy.