In principle, one can write quantities in a manifestly invariant - rather than covariant - fashion in e.g. special relativity. For example, rather than writing just $x^\mu$, we could write the basis explicitly, and ask that the basis transforms oppositely to the components, $$ x = x^\mu e_\mu^{(i)}, $$ such that $x$ is invariant. Why isn't such an invariant notation more common in e.g. special and general relativity? Do mathematicians also work with covariant language? or the invariant language?
Is it because the basis disappears in contractions if the basis is orthonormal? e.g. $$ x(y) = x^\mu e_\mu y_\nu e^\nu = x^\mu y_\nu \delta^\nu_\mu = x^\mu y_\mu $$