Remove the LEDs and replace them with a combination of resistors, diodes, and capacitors. You can add LEDs as well, which will provide visual feedback but can also change how your circuit sounds. (At this stage, there is no right or wrong way to continue building the circuit. Test different combinations and see what you like.)