Bailey was over the moon after securing victory over Arsenal at Emirates Stadium.
Villa moved back into fourth place in the Premier League after the unlikely 2-0 success.
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It was brilliant," Bailey told VillaTV post-match.
It's nice to be a Villa player and a Villa fan. It's nice to come away to the Emirates and get three points.
I think the fans should be buzzing right now, the players are buzzing, I'm buzzing to be able to come on and contribute.
So, it's a great Sunday."