There's merit to higher viscosity, and thus higher aniline point, reducing solubility. It's just not the only parameter that affects solubility. Focusing on a single parameter can get you lost in a rabbit hole of misconceptions. I've been in that rabbit hole myself. You have to look at the oil as a whole.
Discussions on single parameters can be fun though. I'm curious of the affect VII has on the aniline point and solubility. Say you have a 0W-20 with blends of 2/4/6 cSt base oil and a bit of VII compared to a 10W-20 with straight 8 cSt base oil and no VII. At the same KV100 and same group base oil from the same source, would one have better solubility than the other? What about the carrier for the additive package? Most add packs are blended in a group I carrier though some are in group III. How do you factor that into the equation? Some additives like ZDDP are synthetic esters. How do they impact the solubility? What's the effect on specific gravity, volatility, aeration, and oxidation? Does solubility decrease as an oil becomes aerated or as it ages and oxidizes? There's a ton of factors to consider.
Discussions on single parameters can be fun though. I'm curious of the affect VII has on the aniline point and solubility. Say you have a 0W-20 with blends of 2/4/6 cSt base oil and a bit of VII compared to a 10W-20 with straight 8 cSt base oil and no VII. At the same KV100 and same group base oil from the same source, would one have better solubility than the other? What about the carrier for the additive package? Most add packs are blended in a group I carrier though some are in group III. How do you factor that into the equation? Some additives like ZDDP are synthetic esters. How do they impact the solubility? What's the effect on specific gravity, volatility, aeration, and oxidation? Does solubility decrease as an oil becomes aerated or as it ages and oxidizes? There's a ton of factors to consider.