To motivate my question, please consider a system with total angular momentum $j$. The fact that the largest eigenvalue of $J_z$ is $j$, while $J^2 = J_x^2 + J_y^2 + J_z^2$ has all eigenvalues equal to $j(j+1)$ is often ascribed to the uncertainty principle.
For example, quoting page $51$ of the textbook "Models of Quantum Matter" by Hans-Peter Eckle,
"...However, the eigenvalue of $L^2$ is $l(l+1)$, larger than $l^2$. This implies that the angular momentum operator $\bf{L}$ can never align with certainty with $L_3$ and the uncertainty principle is satisfied. If $\bf{L}$ could be aligned with $L_3$, then $L_1=L_2=0$ and we would have simultaneously sharp values of all three components of the angular momentum operator, in contradiction to Heisenberg's uncertainty relations..."
To what extent is this reasoning true in general? It is hard for me to formulate my question more precisely, but I will attempt to do so:
Consider some set of Hermitian operators $K_i$ which all pairwise do not commute but instead each commute with the sum of their squares, $K^2 = \sum_i K_i^2$. Is it guaranteed that $K^2$'s largest eigenvalue is strictly greater than any of the eigenvalues of the individual $K_i^2$? The strictly greater is key, as it is greater than or equal by this answer. I hope to see that the failure of the individual $K_i$ to commute amongst themselves imposes a stronger statement.