Will they suffer mass psychosis? No wait, they are already in mass psychosis.
I'm guessing the air goes out of their balloon very suddenly, sort of like when the Japanese Emperor made his post Nagasaki broadcast.
Of course, we can't discount the chance of ten thousand Jonestowns, as they collectively drink the Kool-aid.