I'd say that the carbon has much less resistance than the steel. Heat
I don't know the relative resistances, but the carbon rod turns red long before I can get the iron/steel to glow. Could be a mass thing, my rods are pointed. The color changes starts right at the point of contact and moves up the carbon rod. Mike