We study vector-valued incidence maps obtained from ordinary graph incidence maps by linear observation of the free vertex space. Let be a field, a finite directed multigraph, an -vector space, and a vertex labeling with -linear extension . The vector-valued incidence map , , factors as , where is the classical incidence map of . We prove the formula where is the number of weakly connected components of and is the defect invariant. We apply this framework to directed tensor-labeled hypergraphs , in which each hyperedge carries a pair of boundary tensors in the tensor algebra , and prove that over any field for each of the six standard constructions, including symmetric encodings that degenerate in positive characteristic. Over , the edge Gram operator has rank , and its degree-truncated operators form a Loewner-monotone filtration whose rank increments equal the decrements of the defect filtration. We further realize the cycle space of every oriented hypergraph (in the sense of Reff–Rusnak) as within this framework, and exhibit a four-edge inclusion–exclusion example with .

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