Quantifier-based operators are special fuzzy quantifiers that are, similarly as the intermediate quantifiers, based on the evaluative linguistic expressions not small, very big, and extremely big. Firstly, quantifier-based operators are employed to extend the notion of fuzzy concepts. Then, graded extensions of Aristotle's square named polygons of opposition are constructed with quantifier-based operators.