At $70k a year, you should take home roughly $70k / 12 * 0.65 = $3.8k each month.
At $120k a year (rough estimate for a Facebook engineer, so correct me if this part is unrealistic), you should take home roughly $120k / 12 * 0.65 = $6.5k each month. If you're paying $3k each month on rent (which is quite generous if you're living by yourself), that leaves you with $3.5k each month.
That means that your $70k job only leaves you $300 a month for rent, in order to have the same amount of money left over. That's really pushing it, considering it's only half of the median USA apartment rental, and considering I paid $400 a month for a modest apartment 4 years ago in Springfield, MO, which as I understand it is in one of the cheapest areas in the country.
Obviously there are other effects here that I'm missing. My 65% take home portion could be completely wrong. Food prices are almost surely higher in SF (of course, most startups and tech companies provide some free meals).