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We propose and study an SU(3) trimer resonating-valence-bond (tRVB) state with point-group symmetry on the square lattice. By devising a projected entangled-pair state representation, we show that all (connected) correlation functions between local operators in this SU(3) tRVB state decay exponentially, indicating its gapped nature. We further calculate the modular and matrices by constructing all nine topological sectors on a torus and establish the existence of topological order in this SU(3) tRVB state.

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