Who said anything about colonialism and conquest not being bad? Countries seek to defend themselves. Russia has consistently been a threat to several EU and NATO states, therefore they seek defences against it

is it just a set of vague guidelines to keep the membership limited to whoever they like?

They don’t need guidelines to do that. Any member state can just say no