I attended Mass on Sundays at St. Jerome on Fairfax in West Hollywood. Two sundays in a row during September. There were only a handful of people attending. I believe its Fairfax that divides Hollywood from West Hollywood. St. Jerome's is on the West Hollywood side. So, where were all the people then?
I'm guessing you went to an English language Mass. Try a Spanish Mass and see how the crowds are.