Man on bike with female standing on rear of back with arms around his neck.
The two people are romantically involved.
A female on the back of a bike holding onto the man might not necessarily be romantically involved.
Just because two people have there arms around each other doesn't mean their romantically involved.
Just because a female has her arms around the neck of a man it does not mean they are romantically involved.