In this paper, we present a geometric construction of contragredient Lie superalgebras, with the exceptions of and . Let be a complex simple Lie algebra with an order 4 automorphism , the eigenspace decomposition being . When admits a -invariant symplectic structure, is called a \emph{generalized symmetric pair with symplectic subspace}. In this paper, we classify all such pairs and construct a natural Lie superalgebra structure on with and . Furthermore, we investigate the constants arising from the squares of two distinct Dirac operators: for , and for . We prove that the constant in admits a remarkable factorization where is the signed dual Coxeter number of and is a mapped Casimir constant of its even part. This formula reveals an unexpected unification of symmetric space geometry and Lie superalgebra invariants. Finally, we prove that the Kostant constant is universal for all contragredient Lie superalgebras with non-degenerate Killing form, which implies that the constant in satisfies . We then establish a bijection between such superalgebras and solutions of the superadmissibility index equations , recovering the classification from an invariant-theoretic perspective.

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