@mitu Yep, that was it. If I leave the ES audio settings at "Default / HDMI", when I change the Audio in RetroArch to "Headphone", then I can get audio from the 3.5mm port.
Very counter-intuitive, but at least it is working now. Thanks for the assist!
After trying Bluetooth w/o success --- Does Retropie Support USB Headphones and Headsets? How does it work? I am new to Linux as well --- I am not afraid of using the command line --- I just need my handheld if needed. Thank you in advance.