Is there a way to send the exif toggle state to a new page ? So if a user toggle exif info on or off the next image page knows and sets it accordingly?

That would be something you would have to program. You would have to add the toggle state to the URL of the new page and you would have to have the new page use that parameter for the initial toggle state.