Some buyers posted pictures of their accounts on stock trading apps, showing purchases near the market top of around US$322 on Monday. Shares sank to around US$220, but remain several thousand per cent up on their value last summer, when GameStop shares traded at around US$4.
On the WallStreetBets forum, some users accused others of distracting the group from buying GameStop shares and turning to other assets, such as silver.
Interest in GameStop started among amateur traders last year, with the stock heavily bet against by short sellers. The surge in its stock price to more than US$400 has left some users, and hedge funds, with paper gains in the tens of millions of pounds.
Short sellers borrow stocks and immediately sell them, planning to buy the shares back when the price falls lower. This can lead to large profits.
However, if the share price goes up, as in the case of GameStop, they can be left nursing huge losses.
GameStop's decline came as short interest for the company plunged to 53 per cent of its available shares, from more than 140 per cent just last month, according to data from financial analytics firm S3 Partners.
Reddit users have taken up what many have called a personal vendetta against Wall Street short sellers. The surge in GameStop's share price cost one hedge fund more than US$7b, according to the Wall Street Journal.