Combine the gin, vermouth, and olive juice in a cocktail mixing glass (or any other type of glass). Fill the mixing glass with 1 handful ice and stir continuously for 30 seconds until very cold.
Strain the drink into a cocktail or martini glass (purists chill the glass first). Garnish with an olive.