Villa appear safe after victory at Carrow Road.
Agbonlahor told AVTV: "I am delighted for everyone. I am delighted for the fans for making this four hour journey - if not longer.
"It's massive to see how many of them come to watch us and support us.
"It was massive for the team too. Hopefully it can continue for us.
"It was great to celebrate both of my goals with the away fans. It's always good to do that with the supporters because of the sacrifices they make week-in and week-out following us.
"It's nice to give them something back.
"It's obviously great to play at home at Villa Park but it's great to play away too, with the support we bring."