If you want to do a PhD just for the hell of it then I suggest you really think about why you want to do it. I was in the same boat as you 6 months ago when I was about to have my interview.
Tell them that you like doing research, you like working independently, have wanted to do it for a very long time. Finding out new things interests you and how you have immersed in your field (whatever is it) when you did your undergrad and Masters.
Be prepared, they will ask you more questions about your research projects, and how you cope with pressure, how often did you meet with your supervisors when you did your masters, if you know what a PhD entails, and what a PhD is etc...
Hope this helps