The Collaborative International Dictionary of English v.0.48:

Genian \Ge*ni"an\, a. [Gr. ge`neion chin; akin to ? under jaw.
   Cf. Chin.] (Anat.)
   Of or pertaining to the chin; mental; as, the genian
   prominence.
   [1913 Webster]