Eigenvectors are special vectors associated with a linear transformation that, when that transformation is applied, result in a vector that is a scalar multiple of the original vector. This property makes them crucial in understanding systems with multiple interconnected components, as they reveal the underlying behavior of coupled oscillations and normal modes.