Combine tomato juice, pickle juice, lemon juice, horseradish, hot sauce, Worcestershire sauce, celery seeds, and cayenne in a large pitcher.
To serve, pour about ⅔ cup into 4 ice-filled glasses.
Garnish each with a celery stalk, olives and a lemon wedge.
Can be made 4 days ahead; keep chilled.
