You searched for: “geniophobia
geniophobia (s) (noun) (no plural)
An excessive fear of chins: Kate, suffering from geniophobia, dreaded the looks of other people and seeing the protruding parts of their lower jaws, especially if they were imperfect, somehow injured, too prominent, or even when they looked deformed or hideous.