Actually their common grandparent was not Queen Victoria, but rather King Christian of Denmark.
* George V and Nicholas II share Christian IX of Denmark as a common grandparent
* George V and Wilhelm II share Victoria as a common grandparent
* Nicholas II and Wilhelm II are more distantly related to each other (second cousins once-removed through Frederick William III of Prussia)