Reconstruction MSE as a function of bottleneck size for the MW dust synthetic attenuation-curve test set. The red star marks the inferred intrinsic dimensionality of the dataset. We recover the same intrinsic dimensionality when the MW, SMC, and stellar dust attenuation curves are analyzed jointly, indicating that the full diversity of TNG attenuation curves can be faithfully captured by a four-dimensional representation.