Well the book he's using is called "Aerodynamics for Naval Aviators" and it is basically considered to be the gold standard in terms of aerodynamics textbooks, so yes, you probably should read it. That said, on to your question. I also find it hard to believe that this one question resulted in an unsat on a checkride. (This guy's initials don't happen to be R.N. do they?) But whats done is done and I guess its about moving forward at this point.
I think the basic answer he would have been looking for comes from the certification limits of the aircraft. It should be enough to say (in this case) that the structural limit of -1.52 Gs is there simply because that is the structural limit. That is all the aircraft is required to, or even tested to, withstand. Beyond that the aircraft is not operating inside its normal, or utility envelope and you are violating a published limitation on the airframe. This is referred to as the Design Limit Load Factor, which is where permanent deformation begins to occur. (even though something called an Ultimate Limit Load Factor is also designed into the airframe which is actually a 1.5G safety margin over and above the Limit Load Factor resulting in a total G loading of -3.02 Gs before structural failure sets in)
If he wants to split hairs though, there are probably some reasons for it. He may want to hear something about the design limits on the horizontal stabilizer (which usually fails first in an uncontrolled spiral-the most common result of inadvertent flight into IMC) or he may just want to hear you mention the certification limits. In any case, I would say the "correct" answer is simply that the -1.52G limit exists simply because it is certificated that way.
There were probably many meeting by engineers and regulators over the years discussing this, and there might be an argument to be made that in a negative G scenario the horizontal stabilizer is doing the opposite job it is designed for and may be much more likely to fail upwards, but that still goes back my original argument that the design limit load factors exist because of the design, or the certification of the airplane. Aerobatic aircraft frequently are designed to withstand negative G loads far in excess of -1.52, so it is possible to do so, its just that normal and utility category aircraft are not required to demonstrate this capability, so the aircraft themselves are not designed to withstand G loading in excess of -1.52.