No power coming from c terminal on furnace

I am trying to set up a nest. My system was a simple heat only R/W wire set up.

I attached the green wire to the c terminal on my furnace, but no power is being fed from it, or at least the Nest is not turning on.

I see the existing red and white wires go to another brick, but it doesn't have anything labeled C.