If the bid is $4, and the ask is $5, and you want to buy 500K in stock, the price should move up or be close to the ask. That indicates a BUY purchase.
In order to sell that quantity, the price had to drop. Didn't you see that big dip?
That 400K and something trade was a sell that caused a graphical dip.