ANAHEIM, Calif.—How do you celebrate the landmark birthday of a man who already has global fame and a Nobel Peace Prize, yet is also a Tibetan monk who eschews materialism?

Southern California is seeking the answer. So far, it includes plenty of cake and a personalized hockey jersey.

Tibet’s exiled religious leader, the Dalai Lama, will turn...