Are stocks negotiable?

I have a very fuzzy understanding of how stocks operate in markets. Am I right in saying there are different exchanges where you can buy stocks online. When you buy the stock presumably you are buying it from someone who is selling 'over the stock exchange'? Can you buy stocks from individuals at negotiable or distressed prices?