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Feelings that make you sigh out loud are really strong feelings. You wouldn't sigh if they didn't move you so much.
This is a jukugo word that uses the on'yomi readings of the kanji. You should be able to read this on your own.
I was deeply moved by the strong feelings in her voice when she sang.