Step 1: Eccentricity refers to unconventional or odd behavior that departs from the norm.
Step 2: Anomaly, Queerness and Foible all describe a deviation or a peculiar quirk in behavior, so they fit this sense.
Step 3: Sameness means uniformity or being alike, which is the opposite of standing out as odd. So Sameness is not a synonym of eccentricity.