Bitter is related to Bad. Bad is the opposite of Choice. 
Mortgage is related to Bill. Bill is a different concept from Coin. Head is part of Coin. 
Bitter <--RelatedTo--> Bad <--Antonym--> Choice 
Mortgage <--RelatedTo--> Bill <--DistinctFrom--> Coin <--PartOf-- Head 