The flier had an argument with fellow forward Ollie Watkins during one of their attacks.
Villa played out an intense 3-3 draw against Liverpool in the Premier League at home.
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In one instance, Villa scored a goal that was offside, as Bailey played the ball when he was in an offside position when Moussa Diaby could have run onto it from behind the play.
Watkins and Bailey appeared to be furious with each other, Bailey in particular.
He was held back by teammate Luiz, who appeared to calm him down after a few minutes.