It's just deterministic based on key, so it's just random for everyone. Random, but deterministic. You could look for a character you want by generating key pairs and checking the outcomes. Kind of like mining. Must be a language thing because nothing about any of the adjectives here are inherently male.
The material is all loosely based on player handbook 2014.