It didn't come from a speech but the preamble of the constitution. It has been used in speeches through out our history. Lincoln used it in the Gettysburg address.
"...and that government of the people, by the people, for the people, shall not perish from the earth. " is the last line of Abraham Lincoln's Gettysburg Address. See the link below.