Identify the event that plays
The chime at sign-in is the **Windows Logon** event, not the startup sound from the firmware. The two are separate and fixed differently.
Start-Process mmsys.cpl
# Sounds tab > Program Events > Windows Logon
Get-ItemProperty 'HKCU:\AppEvents\Schemes\.Current' | Select-Object * -ExcludeProperty PS*