Quantum 10, 2120 (2026). https://doi.org/10.22331/q-2026-05-29-2120 Haar random states are fundamental objects in quantum information theory and quantum computing. We study the density matrix resulting from sampling tt copies of a dd-dimensional quantum state according to the Haar measure on the orthogonal group. In particular, we analytically compute its spectral decomposition. This allows us to compute exactly the trace distance between tt-copies of a real Haar random state and tt-copies o