It seems like the rules and example disagree. Should a supporting unit be adjacent to the attacking or attacked location? I think both ways make sense, but I'm not sure which one this game was designed for. Obviously it will make a great difference.
I interpreted it as "adjacent to the attacked (Target) location", which worked well in play.