We study the expectation of the discrete total variation statistic of counts over ordered bins with sample size , under the uniform multinomial null. In the notation used throughout the series, a reference distribution defines ; here is uniform and we write simply . We obtain an exact single-sum formula, a closed form in central trinomial coefficients valid for every , with one-term evaluations at and a complete D-finite characterization for . The per-edge expectation satisfies an exact three-term recurrence, from which we derive its complete expansion with the -independent constant for the cyclic statistic , independent of the number of bins; the complementary sparse regime (fixed , ) is treated in a separate paper. Conditioning on a two-bin total reduces each edge to a symmetric random walk; as the subsequent parts of the series will show, this method carries the analysis to non-uniform reference laws.

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