Tested in Elementary OS Luna (based on Ubuntu 12.04 LTS) on a Lenovo Yoga 13.

To mute:

amixer set Master mute

To unmute:

amixer set Master unmute

This is useful if you want the volume to always be muted on boot, in case you start up the computer in class or whatever.