Assess understanding of the geometric meaning of eigenvalues and eigenvectors for 2D and 3D linear transformations: compute eigenpairs for given matrices, identify invariant lines and planes, classify transformations as scalings, reflections, rotations or shears (including handling complex eigenvalues), relate eigenstructure to diagonalization and principal axes, and interpret/illustrate the action on the unit circle or sphere with brief sketches and explanations.