Unless you're getting laid off or fired for some sort of abuse, from my understanding of big companies, you're likely to get a bad review or two before you get put on an performance improvement plan, and only then get fired.

I don't have any real knowledge about severances, but there's usually something for the first round of layoffs, and you might have an option of taking your PIP timeframe without being in the office, like the sibling poster mentioned.