I learned to love this cut in California, too. My local grocer has had them consistently for the last couple of years, but before then it was hard to find.
Trader Joe's sells a pre-marinated Santa Maria tri-tip, (and maybe non-marinated ones too, I don't pay attention). Don't know if that makes it to the East coast.