Coincidently this ended up being the answer: Recreating a run
The initialization file was not loaded correctly.
This meant the chains starting point was, as default, randomly selected between [-2,2].
I am still not sure why using default initialization and mass matrix from a previous run would result in the sampler getting stuck.