How to remove passcode for Guided Access on iOS

iOS 8.1.3

How do I completely remove Guided Access passcode? What I want is that it enters and leaves just with the three clicks and nothing else.

But every time I activate it, it prompts me to set a passcode which I don't want. I also made the mistake of setting one, and now I can't get rid of it.

Thanks