Can't login after logging out first time

I set up an account with my first action, verify my email address from the welcome email, then go to the homepage and try to login - am asked for my password which I haven't set up, I type something as a password but am told password is not recognised. Dead end.

Wasn't there a flow for first time login that we asked the user to set up a password?
