get a tin of instant coffee (I know it's not the same) and the next time this happens you will be somewhat prepared. (In my experience it starts happening more often as the children get older.)
edit: right now what you could do is very quietly write a note and then go and get some breakfast (for everybody) at a café or bakery, such as some pastries and some nice coffee. Do not worry too much about what you're wearing.