What was the secret sauce that allows for a faster restart of Windows 95 if you hold the shift key?

I’d totally forgotten this trick - I used to use this when I was a kid after I heard about it. Was never quite sure if it was real because I remember also later being told to use it in Win 98 too and it didn’t do anything afaik.

Safe mode