"Does that mean that if The Judge says ' I say that man is Guilty and you will, By God, find him Guilty!' you are going to do as you are told?"

Such an instruction would certaintly result in the verdict being appealed and overturned. Oddly enough, I have heard that in some states judges can overturn a guilty verdict however.