It would take 4d to represent a realistic org chart. R^3 to embed base social graph, 4th for power gradient (from info/control flows)
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If you want to use the length to encode some notion of closeness, you'll get misleading results from projection on any given plane
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That sounds plausible since the condition for embedding is homeomorphism. I suppose isomorphic embeddings will need >3d.

