Corazón (heart) is used in this song to mean courage. The fans encourage the team to get the championship and return to La Victoria (the place where Alianza Lima's stadium is located) for the celebration...
Lyrics
With our hearts we encourage Alianza Lima to win, And come back to Victoria to celebrate being champions... (Repeated...)