Depends on if Dr. McNinja drank a full bottle of tequila before hand. But no, the white noise generator is subtle but still obvious, like a floor buffer being heard from the other side of a building or something. It's used to make a conversation private, so you could have a muffled conversation without your words being discerned behind closed doors, with the white noise generator outside (Probably inside instead, but I've always seen them set outside.) People outside would most likely know a conversation is going on inside, but the already muffled words would be further indiscernible by the white noise generator.
If you talked low, and had the generator running, people might not even know you're talking inside over the monotonous noise of the generator. It's just a privacy screen that works for sound really, it's obscuring but a directional mic and some software could defeat it easily.