Wheel bearings need proper lubrication to handle friction. It is possible that they can lack oil, but this will happen if you fail to lubricate them properly. You must understand that most sealed bearings come with lubricants packed in the bearing seal. Learn more about how to tell the difference between a bad wheel bearing and bad CV joint.