I moved this post to Biting Code, my blog dedicated to JVM languages.
A single random extraction from a pseudo-random distribution should be, well, unexpected. Not much to say more.
More interesting is pondering on a number of extraction from such a distribution. I have done some testing on the expected mean in a few of such distributions available through the Java Random class.