I wouldn't recomend, but I use this extension for my purpose. I didnt find any alternative way to solve this problem without removing the links all together. https://chromewebstore.google.com/detail/hide-link-preview-in-goog/mhkciofjljfadebnghpccobljpbaagee

Cheers !