Machine is the opposite of Human. 
Pitcher is a type of Vessel. Pitcher is related to Base. Base is related to Field. 
Machine <--Antonym--> Human 
Vessel <--IsA-- Pitcher <--RelatedTo--> Base <--RelatedTo--> Field 