Ah! I knew there was a way to do that, but never found out how because I didn't fully understand the different types of cookies! Thanks.
I actually thought I'd done it a while back, but found that whatever it was I did resulted in blocking everything, and I had to go looking for passwords etc
I've now enabled first party, blocked third party, and allowed session cookies.