"Don't panic!" said:
... the only Lorentz invariant tensors (by which I think they mean the components of the corresponding tensor) are the metric tensor and the Levi-Civita tensor (density).
Yes, absolutely correct.
I can't seem to find anywhere that justifies this statement.
Invariant tensors are treated in most group theory textbooks. And if you have studied the rules of combining angular momentum in QM , you probably know how to justify it. For example, if you couple 4
spin one states in [itex]SO(3)[/itex], i.e., [itex][3]\otimes [3] \otimes [3] \otimes [3][/itex], you get the
singlet (spin zero) state [itex][1][/itex] appearing exactly
3 times. This shows that a rank-4 tensor [itex]T^{ijkl}[/itex] that is invariant under [itex]SO(3)[/itex] must have the form
[tex]T^{ijkl} = c_{1} \delta^{ij} \delta^{kl} + c_{2} \delta^{ik} \delta^{jl} + c_{3} \delta^{il} \delta^{jk} .[/tex]
Because [itex]\delta^{ij}[/itex] and [itex]\epsilon^{ijk}[/itex] are the only independent invariant tensors in [itex]SO(3)[/itex], all other invariant tensors can be expressed in terms of the [itex]\delta[/itex] and the [itex]\epsilon[/itex]. Similar story occurs in the Lorentz group [itex]SO(1,3)[/itex]:
First, as we said many times before, the invariance of [itex]\eta^{\mu\nu}[/itex] is the
defining property of the Lorentz group:
[tex]\eta^{\mu\nu} = \Lambda^{\mu}{}_{\rho} \ \Lambda^{\nu}{}_{\sigma} \ \eta^{\rho\sigma} . \ \ \ \ \ (1)[/tex]
This means that there exists
no independent rank-2 invariant tensor, and the invariant part of a tensor [itex]T^{\mu\nu}[/itex], must be (1) symmetric, and (2) proportional to [itex]\eta^{\mu\nu}[/itex]. You can see this by decomposing [itex]T^{\mu\nu}[/itex] (which is, [itex][4] \otimes [4][/itex], the tensor product of two 4-vector) into irreducible tensors:
[tex][4] \otimes [4] = [1] \oplus [6] \oplus [9][/tex]
So, the invariant part of [itex]T^{\mu\nu}[/itex] must belong to the singlet [itex][1][/itex]. Indeed, if you write
[tex]T^{\mu\nu} = \frac{1}{4} \eta^{\mu\nu} T + \frac{1}{2}T^{[\mu \nu]} + \frac{1}{2} \left( T^{(\mu\nu)} - \frac{1}{2} \eta^{\mu\nu} T \right) ,[/tex]
you see that
[tex]\frac{1}{4} \eta^{\mu\nu} T \in [1] , \ \ \ T \equiv \mbox{Tr}(T) = \eta_{\rho \sigma}T^{\rho \sigma}.[/tex]
As for the invariance of [itex]\epsilon^{\mu\nu\rho\sigma}[/itex], this follows from the fact that [itex]\det | \Lambda | = 1[/itex] in the Lorentz group [itex]SO(1,3)[/itex]:
[tex]
\begin{align*}<br />
\bar{\epsilon}^{\mu\nu\rho\sigma} &= \Lambda^{\mu}{}_{\alpha} \Lambda^{\nu}{}_{\beta} \Lambda^{\rho}{}_{\gamma} \Lambda^{\sigma}{}_{\tau} \epsilon^{\alpha\beta\gamma\tau} \\<br />
&= \epsilon^{\mu\nu\rho\sigma} \det |\Lambda | \\<br />
&= \epsilon^{\mu\nu\rho\sigma} \ \ \ \ \ \ \ \ \ \ \ \ \ \ \ \ \ (2)<br />
\end{align*}[/tex]
From (1) and (2) it follows that there exists no independent higher rank invariant Lorentz tensors.
Okay, here is an exercise for you. Suppose that [itex]T^{\mu\nu\rho\sigma}[/itex] is invariant under the Lorentz group:
[tex]T^{\mu\nu\rho\sigma} = \Lambda^{\mu}{}_{\alpha} \Lambda^{\nu}{}_{\beta} \Lambda^{\rho}{}_{\gamma} \Lambda^{\sigma}{}_{\tau} T^{\alpha\beta\gamma\tau} . \ \ \ \ \ (3)[/tex]
Use (1), (3) and (3) to show that [itex]T^{\mu\nu\rho\sigma}[/itex] is of the form
[tex]T^{\mu\nu\rho\sigma} = c_{1} \eta^{\mu\nu} \eta^{\rho\sigma} + c_{2} \eta^{\mu\rho} \eta^{\nu\sigma} + c_{3} \eta^{\mu\sigma} \eta^{\nu\rho} + c_{4} \epsilon^{\mu\nu\rho\sigma} .[/tex]