It's possible to have undefined correlation -- what if one of the variables has zero standard deviation?
Consider for example
x 1 1 1 1
y 0 2 3 5
That said all those plots in your question have defined correlation... each of them is 0. Indeed, here's a new version of that plot, with sample correlations (to the printed accuracy):