The details are not well known yet, but as seen in Grand Theft Auto V trailer beginning there is small advertisement. This advertisement shows drawing of a theme park on a beach, which confirms that it's based on the real life Santa Monica Beach. Pleasure Bay might also be a bay situated outside Los Santos.