As the original poster points out, if you're not in the first few employees, the potential reward is smaller than what you'd make at a big company.
They mean the risk is higher quantitatively because the money you're giving up from Google, etc. is higher than average for a software engineer. OTOH, nothing about the reward changes depending on what other places you could be working at.
Despite popular opinion, risk and reward are not cosmically related.