Commentators unanimously identify the "valley of vision" as Jerusalem. It was geographically situated in a valley relative to the surrounding mountains, yet it was spiritually the center of God's revelation, where prophets received divine visions. John Calvin notes the irony: this valley, which should be dark, was supernaturally enlightened by God's word, making its inhabitants' disobedience even more stark.