The purpose of this article is to prove that the anti-Wick symbol of an operator mapping S(R n ) into S ′ (R n ), which is generally not a tempered distribution, can still be defined as a Gelfand-Shilov generalized function. This result relies on test function spaces embeddings involving the Schwartz and Gelfand-Shilov spaces. An additional embedding concerning Schwartz and Gevrey spaces is also given.