Should I tell him my true feelings?

Me and this gorgeous guy have been seeing each other for quite a short amount of time, only a few weeks or so. I knew straight away that he was going to be special, and I've realised recently that I'm starting to fall for him. I couldn't imagine not being with him and I would be devastated if things ended between us, honestly I feel smitten!! The thing is, I really want to confess my feelings for him and possibly hope it could step our relationship up to the next level... however, he told me he wanted to take things at a slow pace and just spend time chilling with each other and seeing where things go. & because my feelings for him have gotten stronger in only a few weeks, I'm not sure whether to tell him how I feel or if I should just keep it to myself for a bit longer so I don't scare him off :/