Motivated by a recent experiment [L. F. Livi, et al., Phys. Rev. Lett. 117, 220401(2016)], we study the ground-state properties of interacting fermions in a one-dimensional optical lattice clock with spin-orbit coupling. As the electronic and the hyperfine-spin states in the clock-state manifolds can be treated as effective sites along distinct synthetic dimensions, the system can be considered as multiple two-leg ladders with uniform magnetic flux penetrating the plaquettes of each ladder. As the inter-orbital spin-exchange interactions in the clock-state manifolds couple individual ladders together, we show that exotic interaction-induced vortex states emerge in the coupled-ladder system, which compete with existing phases of decoupled ladders and lead to a rich phase diagram. Adopting the density matrix renormalization group approach, we map out the phase diagram, and investigate in detail the currents and the density-density correlations of the various phases. Our results reveal the impact of interactions on spin-orbit coupled systems, and are particularly relevant to the on-going exploration of spin-orbit coupled optical lattice clocks. arXiv:1707.02379v2 [cond-mat.quant-gas] 5 Sep 2017e x J ⊥ V / t J ⊥ σ J ⊥ α FIG. 6: (a) Phase diagram in the (U, Vex) plane. (b) The SDW order S and the ODW order O as well as the currents (c) J and (d) J ⊥ as functions of Vex/t. In all subfigures, Ω/t = 2, φ/π = 0.25, and n = 1, and (b)-(d) have the other parameter U/t = 1.