I prefer it without. I think chocolate sprinkles spoil the flavour of the coffee, rather than complement it. However, one coffee shop I know uses a chocolate sauce/syrup instead and that works a lot better.
Do you have chocolate on any other types of coffee, apart from mocha ? I've never seen anyone be so bold!