A new and distinct cultivar of Phlox plant named 'Junior Surprise', characterized by its upright and compact plant habit; freely basally branching habit and short internodes; dense and bushy growth habit; attractive white-colored flowers with violet-colored centers; freely and continuous flowering habit; resistance to Powdery Mildew; and good garden performance.