what does the bible say?
"The Father turned his face away" is not taken from the account of Jesus' crucifixion, but it is a common, even compelling, description referring to the three hours of darkness as Jesus hung on the cross (Matthew 27:45; Mark 15:33; Luke 23:44–45). Darkness is a expression of God’s judgment (Exodus 10:21–23). However, God turning His face towards or away from people metaphorically describes His relationship to sinners (Numbers 6:25; Isaiah 59:2). As omnipresent (Psalm 139:7–12), God never truly “looks away.”
While we will never fully understand what happened between the eternal Son and Father, we do know that, in His humanity, Jesus experienced the horror of being forsaken by the Father (Matthew 27:46; Mark 15:34). This real relational separation between Jesus in His humanity did not mean a separation within the divine nature, but it does indicate a judicial separation between judge and sin bearer.
Other passages show that God will not turn away while pouring out His wrath on sinners (Revelation 14:10). Therefore, while turning away makes a compelling image, we have every reason to believe that the Father looked at Jesus while He received that same wrath.