As one of the prime vehicles for creative expression in the literary arts, metaphors are frequently discussed in the fields of literary studies and linguistics. Although less talked about, metaphorical thinking is nevertheless often encountered in mathematics as well. In the present paper we examine the uses and roles of metaphors in mathematics and propose a taxonomy of mathematical metaphors.