Church Fathers on John 19:12

And went again into the judgment hall, and says to Jesus, Where are you? He no longer asks, What hast you done? But Jesus gave him no answer. For he who had heard, To this end was I born, and for this cause came I into the world, and, My kingdom is not from here ought to have resisted, and rescued Him, instead of which he had yielded to the fury of the Jews. Wherefore seeing that he asked questions without object, He answers him no more indeed at other times He was unwilling…

In comparing the accounts of the different Evangelists together, we find that this silence was maintained more than once; viz. before the High Priest, before Herod, and before Pilate. So that the prophecy of Him, As a sheep before her shearers is dumb, so opened He not His mouth was amply fulfilled. To many indeed of the questions put to, He did reply, but where He did not reply, this comparison of the sheep shows us that His was not a silence of guilt, but of innocence; not…

He that delivered Me to you, i.e. Judas, or the multitude. When Jesus had boldly replied, that unless He gave Himself up, and the Father consented, Pilate could have had no power over Him, Pilate was the more anxious to release Him; And from thenceforth Pilate sought to release Him.