Currently the only way to achieve this is to assign said variable to a custom sampler that provides proposals from the prior. Here is one recent example that should be similar (in that case it provided proposals from the conjugate posterior, but it’s otherwise similar): Incorrect step assignments with custom step function - #5 by ricardoV94