I sincerely miss working in an office, but with my current job it would've been impossible anyway (everyone is remote in different countries). I've only once met some of my coworkers irl a few years ago when we went to a conference together.
You can see if people are in there and actively talking before you join and that alone encourages spontaneous drop ins.