The word "无缘无故" is formed by combining two parallel phrases: "无缘" meaning "without cause" and "无故" meaning "without reason", where "无" serves as a negative prefix denying the nouns "缘" (cause or predestined relationship) and "故" (reason or pretext), resulting in a reinforced expression that emphasizes the total absence of any justification or motive.