My guess is we've been underestimating the intelligence of most animals.
Which is not to say that I disagree that most people underestimate animal intelligence.
That evolution has found a way to achieve high relative intelligence against such a strong constraint is endlessly fascinating!
I seem to remember (from one of Konrad Lorenz's books maybe?) that while corvids are extremely smart, some other birds are pretty dumb by human standards... I think some raptors, like eagles and hawks, are very simple-minded. It struck me reading this as a kid because I thought eagles were majestic, how come they aren't also smart? Disclaimer: this may very well be outdated scientific understanding of raptors.
The last 4-5 years have been wonderful for neural biology.
Respectfully, I think this is emergent behavior from large numbers of bees. On their own, they aren't going to run an abacus.
If you compare the art and technology of Homo sapiens 50,000 years ago vs 50 years ago... it's clear that 50,000 years ago gives no inkling of Homo sapiens' intelligence.
So how could we possibly infer that Neanderthals were less intelligent? How could we possibly separate their intelligence from their state of cultural and technology evolution?
Edit: indeed, a quick Google search reveals that the idea that Neanderthals were less intelligent than humans has no real evidence, that it's now considered to be an outdated/discredited view. So wherever you seem to be getting your facts and conclusions from, appears to be wrong.
Then cam the Tonga event, homo sapiens population is reduced to less than a thousand individuals (perhaps much less), and suddenly we got creative.
Innovation wasn't a thing before that. It has been everything since.
This particular failing of Neanderthals resulted more from their extremely small effective population size, i.e. spiralling inbreeding, which eventually lead to total population collapse.
You'd think we'd have their 'brain genes' if they were any better.
All that is just to say that there is evidence that some Neanderthal mutations are linked to depression risk, but I wouldn't go so far as to characterize any of the involved genes as depression-related. Maybe that's just semantics though.
More specifically here is a relevant snippet from a study summary [1]: "These analyses supported links to traits such as mood disorders, depression, obesity and different types of keratosis. The most significant associations were for mood disorders and depression, for which Neanderthal SNPs can explain up to ~1% of the risk."
IIRC there was also a (less strong) association with nicotine addiction. Not sure about addiction more generally.