Wagner was drafted in the sixth-round in the 2022 NHL Draft. The 19-year-old centre split his time between Sweden's first and second league, failing to register a point in 22 games in the SHL. He represented Sweden at the 2023 World Juniors, scoring two goals with four assists (six points) in seven games.