Non-convergence of latent variable model

I try this approach first. It kept giving me multimodal posteriors for the unconstrained lambdas. Trying to figure out why was taking me more time that I wanted to, so I switched to sign correction on the generated quantities block approach. This one worked well easier
I would be happy to find why it wasnt working