At the center of the design are words from a poem by Hughes : `` My soul has grown deep like the rivers . '' The title is taken from his poem , `` The Negro Speaks of Rivers '' . Within the center of the cosmogram , above his ashes , is the line : `` My soul has grown deep like the rivers '' .