Is there a sense of us and them in the white man burden?

Yes, the concept of the "white man's burden" implies a paternalistic attitude where white people see themselves as superior and responsible for guiding and civilization non-white cultures. This can create a clear division between the white colonizers and the colonized people, reinforcing an "us versus them" mentality.