Sometimes the graph view gets a bit wonky when you tweak the force settings. This causes the active page to not be aligned or even be seen in the local graph view.
I suggest having a button somewhere which you can click to zoom in to the active page and centralize it. Almost like a “find my current location” feature in Google Maps.