During a slow dance, to lean over and make your partner bend way over backwards, often with a kiss on the lips or throat. A sexy, romantic move you can see in older movies.
"Wow, George and Sherry are crazy about each other. Did you see the way he dipped her last night at the school dance?"
A very slow sexy dip is shown during a ballroom dance in "The Joy Luck Club".