The phrase you want is "positive definite". However, the definition of "positive definite" varys depending on the type of matrix (real entries, complex entries, complex entries and the matrix is Hermitian). What kind of matrices are you dealing with and what is your definition of "positive definite"? (What you want to prove looks awfully like one of the definitions.)