Absolutely. What people are attracted to definitely has innate biological elements.
It may be easier if you think about it in terms of animals. Animals don’t (for the most part) have much of an environmental influence over attraction, but they have clear preferences, much like people.
In general, creatures - whether human or animal - are programmed to be attracted to mates who offer them or their offspring some sort of advantage.
In the case of tall mates, the advantage is pretty obvious. For the other traits it’s not as apparent. However, it would seem logical that whatever survival advantage spurred the development of these traits to begin with would have the same impact on the development of innate mate preferences.
It’s also worth bearing in mind that traits can sometimes be advantageous in one narrow circumstance but evolve in a broader manner. So for example, suppose an innate preference for lighter colors was advantageous in some context, then this could transfer to mate preferences even if there was no advantage in that context.