@DreadfulDreamZz You need to change the controller type in both the Quick Menu's Options and the Quick Menu's Controls, then restart for the Quick Menu's Options changes to apply.
I use DualShock and RetroPad w/Analog as the Core's default options and controls, while I change to Standard in the options and Retro Pad (alongside mapping the D-Pad to the left analog) on controls for games that are digital-only or don't have analog controls then save the changes for that game specifically.
The spreadsheet listed on the wiki is fairly accurate and quick way to see which controller each game used.
https://retropie.org.uk/docs/Playstation-1/#game-specific-control-information
Only covers USA games though. Go to the PlayStation DataCenter for information on everything else: it's what the spreadsheet above was based on.
http://psxdatacenter.com/sitenews.html
Might be some inconsistencies between the two as the sheet hasn't been updated much since creation, incorrect info was seen on the site yet not reported (because I was already putting so much time into the spreadsheet), and it's possible something was incorrect on the site when the spreadsheet was made and is now fixed on the site.
One of these days I need to make the time to update that PSX documentation since it has so many problems such as directing users to do manual edits when things could be done in RetroArch.