Why would you do that? If you look at something like LSA, they goal is to uniform those, rather than distinguish. artist and Artist should be (near)100% match; what are you trying to do here?
Was a tough decision between choosing whether to train case sensitive vectors / case insensitive vectors and a future task would be to train case-insensitive vectors.