As someone who grew up in the Bay I find it curious to make the distinction that there are three.
There's South Bay, East Bay, North Bay and the Peninsula.
They're all very different, but lumping in the Peninsula with the South Bay feels hamhanded given that most of the South Bay IS NOT like the Peninsula.
It's kind of an in-joke that nobody actually knows where Silicon Valley is.