Let be a finite group and let be an ordinary irreducible character. We give an elementary algorithm which constructs explicit matrices affording . The regular representation provides a canonical ambient representation, and the usual central idempotent projects onto the -isotypic component. The main step is then to maximize the squared norm of a diagonal matrix coefficient on the unit sphere of this component. The maximum is , and it is attained precisely by vectors whose cyclic span is an irreducible subrepresentation affording . Thus the construction reduces the passage from characters to matrices to a concrete optimization problem. The same extraction method applies inside any smaller ambient representation containing , such as an induced representation from a subgroup. We complement the theory with a discussion on dimension reduction, robust numerical implementation, and an explicit example.

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