For debugging purposes, I reconstructed the patches by projecting them back to 121-dimensions and displaying them as images. The first four rows show motorbike patches and the remaining rows show patches from cars and faces. Can't see much difference.
Edit: These patches were sorted (erroneously) by Y-coordinate. The correct patches, sorted by X-coordinate, are shown below in the second figure.
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