Let be a closed surface of genus . We construct locally homogeneous geometric structures on closed 5-manifolds fibering over , modeled on the two partial flag manifolds and of the split real form of the complex exceptional Lie group . To this end, we consider two families of representations constructed via the non-abelian Hodge correspondence from cyclic Higgs bundles, one associated with each -partial flag manifold. Each family includes -Hitchin representations, but is much more general. For each representation of the first family, the -bundles, we construct -geometric structures on -fiber bundles over , and for Hodge bundles in the second family we construct -geometric structures on -bundles over . In the case of -Hitchin Hodge bundles, which belong to both families, we show the image of the developing map of the respective geometric structures is exactly the domain of discontinuity defined by Guichard-Wienhard and Kapovich-Leeb-Porti. Each construction can be interpreted as converting a family of equivariant -holomorphic curves in the pseudosphere into geometric structures on fiber bundles . The approach used to build geometric structures, namely \emph{moving bases of pencils}, gives a unified description of analytic geometric structures constructions using Higgs bundles and harmonic maps in rank two.

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