The word 念念不忘 is formed by repeating the character 念 (meaning 'to think' or 'to remember') to emphasize constant or recurring thought, which is then combined with 不 (meaning 'not') and 忘 (meaning 'to forget'), creating a literal sequence that means "continuously thinking and not forgetting", thereby directly conveying the concept of persistent remembrance.