By glancing back, he is implying that the person behind him is something like a plain-clothes security officer (who should not be bribed)
I am guessing corrupt officials basically request money from you for no reason- and it's expected you give it to them (for no reason as well). Then, they just call it a "bribe". But I'm guessing... pardon my cultural ignorance.