Some of these point arrangements superficially resemble Chladni figures (https://chalkdustmagazine.com/regulars/on-the-cover/cover-ch...) coming from the vibrations of a square drum.

Orthogonally, I wonder if these arrangements are generalizable to give lower bounds for N = n^2 + 1