We unveil an interesting connection of Lorentz-violating quantum field theories, studied in the context of the standard model extension, and Hubbard-type models of topological crystalline phases. These models can be interpreted as a regularisation of the former and, as hereby discussed, explored with current quantum simulators based on ultra-cold atoms in optical Raman lattices. In particular, we present a complete analysis of the Creutz-Hubbard ladder under a generic magnetic flux, which regularises a Gross-Neveu model extension, and presents a characteristic circulating chiral current whose non-zero value arises from a specific violation of Lorentz invariance. We present a complete phase diagram with trivial insulators, ferromagnetic and anti-ferromagnetic phases, and current-carrying topological crystalline phases. These predictions are benchmarked using tools from condensed matter and quantum-information science, showing that self-consistent Hartree-Fock and strong-coupling Dzyaloshinskii-Moriya methods capture the essence of the phase diagram in different regimes, which is further explored using extensive numerical simulations based on matrix-product states. CONTENTS I. Introduction 1 II. The Creutz-Hubbard ladder with arbitrary flux 3 A. Previous studies on Hubbard ladders 3 B. The synthetic Creutz-Hubbard ladder 4 C. Summary of the results 5 III. The Gross-Neveu model extension in the continuum limit 7 IV. Chiral currents and critical phenomena 9 A. Chiral flows and topological phase transitions 9 B. Dzyaloshinskii-Moriya super-exchange 11 V. Phase diagram: self-consistent Hartree-Fock method and variational matrix-product states 13 A. Weak and intermediate interactions 15 B. Strong Interactions 18 C. Entanglement spectroscopy 19 VI. Cold-atom Raman lattice scheme 21 VII. Conclusions and outlook 25 Acknowledgements 25 A. Weak interactions and coupled Ising chains 25 References 26