Add stock and tomato juice and bring to a boil. Stir in rice and simmer, uncovered, stirring occasionally, until most of liquid is absorbed and rice is cooked through, 20 to 25 minutes (rice will be moist rather than fluffy and dry). Stir in celery leaves, butter, kosher salt, and pepper to taste, then remove from heat and let stand 5 minutes.