For discrete memoryless sources with a single-letter fidelity criterion, we study the probability of the event that the distortion exceeds a level

, if for large block length the best code of given rate

is used. Lower and upper exponential bounds are obtained, giving the asymptotically exact exponent, except possibly for a countable set of

values.