Thanks for the tips @SPECIAL LOCATION. I already have the LEDs - they are fine right now, but that is definately interesting for next time!
So I'm probably going to order this tomorrow, apparently this just needs Live and Load rather than neutral:
http://amzn.eu/d/758F2Qx
Let me know if I'm...