Shannon's entropy is the negative of the sum of the probabilities of each outcome multiplied by the logarithm of probabilities for each outcome. What purpose does the logarithm serve in this equation?

An intuitive or visual answer (as opposed to a deeply mathematical answer) will be given bonus points!