True.....another possibility is that they know we are here...but we are persona non grata....or off limits...
This could be because we are like you say a zoo or preserve....but another possibility is that we have done something in our ancient past that is so hienous that it has put us on a galactic shitlist...
Ancient? RECENT!
We keep doing it too!