Yes. Select "Rooms" from the top right of the chat, at the bottom, choose "Create my own room"
Enter a name for the room (Be sure to select "Private room")
Enter a password (Recommended: an easy to remember one!)
Share the room name and password with the guy(s) you want to join you in this private room.