I agree with kneecoal.
I don't think they would look at it negatively, but I also don't think it will help you either.
I really don't see any reason to retake a course you get a B in. Many schools have an average in the 3.3-3.4 range, which is a B+ average. A few B's won't hurt you as long as you don't get too many C's.