Is there an explanation for why almost all the words most distant from "man" are either uppercase or otherwise lexically anomalous? Is it largely driven by thei

Is there an explanation for why almost all the words most distant from "man" are either uppercase or otherwise lexically anomalous? Is it largely driven by their being low frequency in the corpus?