Artificial lattices are a powerful tool to reveal and study key interaction mechanisms between constituents of condensed matter systems, such as antiferromagnetic interactions leading to geometric frustration. Frustration in magnetic materials is evidenced in their spin degree of freedom, whereas in many-body quantum systems, such as Bose-Einstein condensates in optical lattices, coupled lasers, and polariton condensates that are described by a complex order parameter, frustration is scarcely explored in controllable settings. Here, we realize a radically new platform to study geometric frustration using a macroscopic quantum fluid of light based on exciton-polariton condensates. We design pump configurations which drive condensates into an all-optical triangular vortex lattice with each cell possessing a vortex state of charge l = +-1. The orbital angular momentum (OAM) of each vortex replaces the role of spin angular momentum in frustrated matter. Our measurements and mean-field calculations reveal that individual pairs of coupled condensates spontaneously arrange their OAM antiparallel, implying a form of artificial orbital antiferromagnetism, with geometric frustration appearing in the triangular graph of three condensates. Furthermore, we demonstrate emergence of frustrated phases of driven-dissipative large-scale vortex matter, and open a route towards constructing ordered vortex arrays with nearly arbitrary configurations without directly phase-imprinting or stirring the polariton fluid.