Generalized eigenvectors extend the concept of eigenvectors to cases where the matrix is not diagonalizable, allowing for a complete set of linearly independent vectors to form a basis. They are crucial in the Jordan canonical form, providing a structured way to handle defective matrices by forming chains of generalized eigenvectors associated with each eigenvalue.