Yes, the big reason you see this is because it's so direct. If it were on a slightly different angle from pointing straight into the eyes, you wouldn't get this.
When shooting people with glasses on you run into similar type problems of seeing reflections in peoples glasses. You can solve that problem (and this one, which is really the same sort of thing) by getting the flash(es) off center.