I was thinking about the exact same thing. And it might have been just like that in the beginning, she just ended up falling in love by accident afterwards.
Shiraishi is so invisible, even you take a photo of him with other people you won`t able to see him. If you able to notice him in the photo, its like finding a ghost or a paranormal phenomena in the photo.