What should I do about this boy?

Okay So I like this guy right? And I don't really know him at all. He used to stare at me a lot. Like tons. And So I though he knew that I liked him. So on Valentines day I decided to send him a rose.I wanted to see if he knew that I liked him or if he just truly liked me. But before Valentines day someone sent him a whole bunch of candy grams. And apparently he found out then that I liked him then. And he said he was surprised that I liked him ( which means that he didn't know i liked him.... So my question is why all the staring then?). So he thought that I sent him all this stuff. And then when I sent him the rose it made things even worse. And so that's when I found out all this stuff was going on and that he knew.I heard through one of his friends that he was creeped out. Finally he found out it wasn't me that sent the rose but he still was creeped out because he thought that I had too "deep" of feelings for him.Also his friend said that he liked someone else. That day two of my friends told me that he was staring at me pretty much all chapel. After that I had a conversation with him to clear the air and said I wanted to be friends( so that it wouldn't be so akward between us anymore) however he said that it would be kind of awkward because we were not in the same "friend group". So now we are back to not talking again. but today he was staring at me again. So what should I do? Should I try to become friends with him? Or just move on? I still have strong feelings for him.