The story
Referring to the "dip" (fall) in a stock's market value, which allows an investor to purchase its shares at a cheaper price and possibly earn better gains if the stock rebounds to its previous high.
Etymology from Wiktionary, CC BY-SA 4.0.
buy the dip
Today it means: To purchase a financial asset after its market value drops. Full definition →