"That Old Feeling"的詞曲作者是Tony MacAlpine 和 Steve Conte。以下是歌曲的英文詞曲：
Verse 1:
I remember when we met
That old feeling came over me
I knew it was forever
And I'll never let it go
Chorus:
Oh, that old feeling
It's still with me
Oh, that old feeling
Forever in my heart
Verse 2:
I remember when we kissed
That old feeling filled up my world
It's the only thing I miss
When we're not together
Chorus:
Oh, that old feeling
It's still with me
Oh, that old feeling
Forever in my heart
Bridge:
I'll never let you go
I'll never let you leave
Because of that old feeling
That's still with me
Chorus:
Oh, that old feeling
It's still with me
Oh, that old feeling
Forever in my heart
Outro:
That old feeling, it's forever in my heart.