In a large enough company, the experience will be exactly the same even if you do go to the office. It might take weeks or months before you have a reason to reach out and finally realize that you haven't seen someone around for quite a while. And "large enough" is surprisingly small.

For close colleagues leaving, WFH makes absolutely no difference though. Those you keep track of regardless.