Please see this answer:
https://stats.stackexchange.com/q/174438answer.
An activation function is considered non-satured if
$$ \lim_{z \rightarrow \infty} f(z) = \infty $$
A saturated activation function has a compact range such as $[-1,1]$ for $\tanh$ or $[0,1]$ for the sigmoid.