creeper

a person who constantly exhibits abnormal behavior resulting in you getting an uncomfortable feeling; mainly involves staring at you for long intervals of time or constantly putting their arms around you in some way, either over your shoulder or around you like a hug

Kristina: "Did you see Cody staring at me all day?"

Chelsie: "Yeah. He's definitely a creeper."