There has definitely been an increase in the money supply, for example see this chart of the M2:
https://fred.stlouisfed.org/series/M2SL
"Velocity" as it's called dropped in 2020, but once trading picks up again what happens to all those dollars?
Edit: here's the M1, even more striking: https://fred.stlouisfed.org/series/M1SL