The StayAwake Android app seems to work way better then the “Applications – Development – Stay Awake” setting that the help forum hints for.
The latter will quickly drain my battery when I unplug my Android device.
So far, it looks like the StayAwake app won’t drain my battery when the device is unplugged. Thanks to the XDA developers forum post that pointed me to it.
–jeroen