When I came across this YouTube video, I immediately realised how Lorentz transform corresponds to a linear transformation where the vectors representing the speed of light ($\vec{c}$ and $-\vec{c}$) are in the only directions that do not change, thus being eigenvectors. After working out the math for a 2D spacetime
$$ L\vec{v} = \beta \hat{t}$$ $$ L\hat{t} = \gamma (-\vec{v})$$ $$ L\vec{c} = \lambda_1 \vec{c}$$ $$ L(-\vec{c}) = \lambda_2 (-\vec{c})$$
I reached the Lorentz matrix
$$ L = \gamma \begin{bmatrix}1&-v\\-v/c^2&1\end{bmatrix}$$
where $ \gamma $ is the Lorentz factor. I later realised the eigenvalues must be related to the relativistic doppler effect, as one of the values was $ \lambda = \sqrt{\frac{1-\beta}{1+\beta}}$. From my limited understanding, there seems to be a clear correlation between these linear algebra properties and the consequences of Lorentz transformations; please correct me if my interpretation is wrong.
How does the eigenvector interpretation generalise to higher dimensions? For example, if we have two dimensions (space and time), we may find two linearly independent eigenvectors whose direction (speed) does not change, $\vec{c}$ and $-\vec{c}$. So far so good. However, if we add another spatial dimension, introducing the famous light cones, what would the independent eigenvectors be? As far as I know, an $n$-dimensional space can only have $n$ linearly-independent eigenvectors (in this case $n=3$), which does not seem to make possible to represent the invariant light cones.