Similar issue here. I get the notification along the bottom (and at the top by the conversations tab) that I have X number of unread messages. But when I look through each circle all the messages are read. I've also gone through and told each Circle to mark all as read and it still is there.
Android Version 14
Samsung S21 FE
App Version 2.6.0