Not so sure if putting up your shares at a much higher price would prevent the broker to use them for short selling.
According to the link below, it might have the opposite effect.

https://www.quora.com/Is-it-true-that-putting-a-high-limit-sell-order-will-prevent-shorts-from-borrowing-your-shares