Maybe it is just semantics, but to my mind, if you keep "extra funds" in stocks and other short-term financial instruments, that is "an investment fund" not an "emergency fund."

Q: What if you had a medical emergency in October of 2008 after your stock fund lost 40% of its value? A: You're fucked. Maybe for the rest of your life.