Sentence:  We call them slack variables because they <WSD>pick up the slack</WSD>, so to speak; that is, they take on whatever values are necessary to create equalities (notice that each slack variable must be nonnegative). 
Meaning of the word marked with <WSD> tags:  To act as a slack variable, converting an inequality into an equality.