Ugly is related to Bad. Slavery can be Bad. 
Expected is a synonym of Normal. Normal is the opposite of Extraordinary. 
Ugly <--RelatedTo--> Bad <--HasProperty-- Slavery 
Expected <--Synonym--> Normal <--Antonym--> Extraordinary 