I would argue that its high-fidelity representations of 3d space, imply that the model's weights are capable of pattern-matching in multiple dimensions, provide

I would argue that its high-fidelity representations of 3d space, imply that the model's weights are capable of pattern-matching in multiple dimensions, provided the input is embedded into 2d space appropriately.