Ryan, as mentioned you have a few things to check and now that this one is destroyed for this use it may still have value for other things. As mentioned I do not believe this is hardened steel. It may also be possible the bearing is not spinning well and not keeping up with the speed of the lathe and thus maybe it is spinning but so is the tube on it.
Now another thought is can you tell us how you are turning between centers?? Are you using bushings or are you just putting the blank between the dead and live center?? If that is the case no way soft brass will form those grooves in harden steel. If that is so then look inside the tube and see if the tube is worn on the live center side. If it is then that tells you it is spinning on the live center. Now some people try to use standard bushings without the mandrel and place them between live and dead center and think they are turning between centers properly. Well they are not because the standard bushings mandrel hole does not conform to the cone shape of a center. Thus they will spin on a small area of the center creating a groove as you see. This is the same problem when you use a mandrel and do not use 60 degree centers. That dimple on the end of a mandrel is 60 degrees. Hope you figure it out. Let us all know.