This may be your experience, but I made lots of friends at work, and kept in touch for a long time after leaving. People I first met at work are currently a large fraction of my real-world friends.

I regularly meet with the same people I used to work with before I changed jobs to a remote one. I have zero friends in my new remote work (except I person that I knew before).

It's OK to make friends at work.