The word 深信不疑 is formed by combining the adverb 深 (deeply) with the verb 信 (believe) to create 深信 (believe deeply), then adding the negation 不 (not) before the verb 疑 (doubt) to form 不疑 (not doubt), resulting in a phrase that literally means "deeply believe and not doubt", expressing unwavering certainty.