GeoEx-extracted planes for longitude and time of year show increasingly circular organisation in deeper encoder blocks rather than displaying the same structure from the start.
Evidence
correlational
Caveat
Longitude and year progression were supplied to GeoEx as sine and cosine targets, so the experiment does not fully separate native latent circularity from structure selected by the supervised extraction. Random planes provide a partial control.