Yes, Live Photos record sound while they are recording movement. The data collected before and after the shutter button is pressed includes approximately 1.5 seconds of sound.
Playback of the sound in Live Photos is possible on iOS 9 devices, as well as Apple Mac computers running OS X El Capitan (10.11) or later.
Bob Schulz replied on Permalink
I hear sound on first couple of pics. But not others.