After reading the paper (https://arxiv.org/abs/2605.22391), I started playing with a visualization that helped me understand it more deeply.
This is the result. Hope you enjoy it!
Show HN: World Flavor Atlas. Radzikowski and Chen's food embeddings in 3D
tomacco.github.io