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How do rotations change in four dimensions?

Compare a fixed axis in three dimensions with planes of rotation in four. The familiar axis description does not carry over unchanged.

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Compare the passages

what you have found is the axis of rotation
Eigenvectors and eigenvalues | Chapter 14, Essence of linear algebra · ▶ 4:11–4:20
two separate 2D rotations, happening perpendicular to and in sync with each other
Visualizing the 4d numbers Quaternions · ▶ 23:19–23:34