Comment 20 for bug 224845

Use xrandr to find your monitor names then xrandr --output MONITORNAME --primary

Then add that as a command to your System->preferences->Startup menu.

Reference: http://ubuntuforums.org/showthread.php?p=9489366

There should be a tickbox on the Monitor Preferences dialog along with the monitors to set the primary monitor.