Honestly, if you started getting up and walking away every time I came to your cube, I'd be there 3 times a day and half of the other people in the office would be in on it and find it hilarious and you'd probably end up in the cupboard crying and hand in your notice.
Seriously just say "please don't touch my screen" instead of this hilarious behaviour.