Real fog lamps are yellow to avoid dilating your eyes from reflected light - contrary to all the modern BS about white and blue lights, your eye is most effective with the colors of daylight.
Fog lights certainly did tend to be yellow in years (way) past, for that reason. But there's been a lot of debate about whether yellow gives any advantage over white. That's halogen white, at about 6000K.
Certainly in recent years (past 30 years or so), almost all OEM fog lights on quality European cars have been white.
I do agree that the more blue a headlight (or fog light) is, the more eye strain it causes. Plus you're cutting out a lot of the light spectrum; so while a bluish 8000K light may
look bright (because of the glare it induces), it's actually putting out less total light.
Rather than driving or fog lights, these things are best called "decoration".
Like I said, our 2021 Trailhawk has the optional LED headlights; with the fog lights being LED too. The headlights are so good, that I don't find any need for auxiliary lighting. Plus here in Colorado it's foggy so seldom, that I've never had a chance to try out the fog lights in actual use.
Still, since this is a Fiat-designed vehicle, I'd expect the fog lights to be rather good -- since in Europe driving in fog isn't a trivial matter.
And at least these OEM LED fog lights seem to be excellent. Here's what the fog light beam pattern looks like in the garage -- at about 5 ft distance, and about 45 degrees out from center line:
Extremely wide and extremely flat, just as they should be. The top of the pattern is right at 18" off the ground, which is the center height of the fog lights -- just as it should be.
This is actually the first time I've really examined the fog light beam pattern. I'm really quite pleased...
Since you've got reflector housings, the reflectors are what form the beam pattern. I'm not sure how LED bulbs will work in those. If they use the reflector housings, the beam pattern is likely to be affected quite radically; since LED bulbs have completely different optical qualities than halogen. Maybe the LED bulbs form their own beam pattern..., independent of the housings...? I'm still skeptical you're going to get a good "driving light" beam out of them. But it'Il still be better than just the crappy OEM halogen headlights. I understand you're going to use these for sparsely-traveled gravel roads, but just be careful about glare to oncoming traffic...