I'm fond of a fleece shirt I have as a middle layer. I have several base layers to work with some are warmer than others. With that fleece middle layer you just want a warmer base ..? you have also layer base layers, meaning a smooth thin one against your body and a thicker warmer one next then, then your fleece and the wind stop layer to finish it all off. but I think you'd be more comfortable with a warmer base