By the way, you know you don't have to confess "I love you" to them, right?
You can just ask them if they want to go out with you.
Ask them to dinner, or to the cinema, or the zoo or something.
You don't have to make it creepy. If they don't share the same sentiment then you're still just friends doing friend stuff.