Abstract We introduce a family of norms on the $n \times n$ complex matrices. These arise from probabilistic framework, and their construction validation involve probability theory, partition combinatorics, trace polynomials in noncommuting variables. As consequence, we obtain generalization Hunter’s positivity theorem for complete homogeneous symmetric polynomials.