Do I need to pay quarterly capital gains tax payments for large (>$10,000) short term gains I made on stocks? Or, do I file my annual tax return and pay next year?

My work withholds monthly taxes for W2 income, but I have not yet paid taxes on the gains I made from this calendar year's stock sales