Hi Lilian,
this is a phrase and yes, it means "I love you so much,from the bottom of my heart", but like a verbal translation it is "I would want to eat your heart and soul"
I think that we should translate it like:
"I love you from the bottom of my heart" and to explain that is a phrase.