Große made his debut for the senior national team in November 2017 against Great Britain. In November 2018, he was selected in the Germany squad for the 2018 World Cup. He also represented Germany at the 2019 European Championship. On 28 May 2021, he was named in the squads for the 2021 EuroHockey Championship and the 2020 Summer Olympics.