So turns out putting it in the water did the trick :p
Thoughts:
Calibration can be a bit annoying. I'd recommend just holding it at the level it asks for in the vessel. I tried to actually fill a bucket at the 6" mark, then 9" mark etc - dumb idea. I scrapped that and just held it firmly...