Simply, the channels are empty or have at the max 1 or 2 items in it.
It was indeed set to showing items the last 2 weeks. I've set it to 50 items now. No limits would be nice in some cases though.
Update: it doesn't seem to work for all channels
Something configurable / channel would be nice.