Internally Stan rescales the parameters using the mass matrix which must be estimated during warmup. If your parameters are all roughly the same scale that process is much faster and more stable.
Don’t confuse the metrics you want your model to produce with the parameters the sampler works with. You can always transform your parameters into whatever metrics you want but the sampler is stuck with whatever you give it. Usually your parameters are not interpretable on their own anyway.