So the solution I found is both simply and effective:
\{your PC}\Opera\101.0.4843.58\opera_gx_splash.exe → opera_gx_splash.off
Really, just rename the file without deleting it (make sure to have file extensions displayed).
I tried 3 times so far and no splash screen appeared so far. And of course no sound either.