After a little more research, I found out why the laptop is exhibiting this behavior when on battery power. For some odd reason, OSX >=10.1.2 shuts off the sound hardware on the laptop when it has been inactive for ~30 seconds. The current workaround is to plug in a set of USB speakers when on battery power.
Here is a
link to the official Apple documentation.
~g