Will the person I’ve blocked know that I am on the same mission?

No, when viewing the attendees for a mission, your profile will be hidden as {Name of location} Runner e.g Birmingham Runner. 

If you decide to still attend a mission for an older person, your details will be visible to the other GoodGymer on the confirmation email that is sent when the mission is confirmed. This will include your name and email address.