I'm not given the option of playing VOG or Crota on hard mode when I click the icon on the map. I can play them on hard mode but someone else has to be the leader.
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If your characters have never completed the raid on normal you will not be able to set the difficulty to hard. You can be taken into hard mode as you are aware of.