According to Wikipedia, in larger colonies most ants are sterile, wingless females:
"Larger colonies consist of various castes of sterile, wingless females, most of which are workers (ergates), as well as soldiers (dinergates) and other specialised groups."
Yes, the parent poster understood that, and was asking about the males specifically because they are relatively rare.