All scientists, mathematicians, philosophers have this same goal, they just differ in which topics and questions they think are (a) most important and (b) most effective for updating the map.
I think comparative advantage plays a role in this. If you happen to be good at numbers for whatever reason, you go into a more quantitative field, and that is how you can best contribute to the expanding frontier of knowledge.
I would have been more interested in psychology, I had a budding interest in high school, but I was uncomfortable with the shades of gray. I preferred the rigor of mathematics—even if the conclusions were just about numbers rather than something that really matters like people.
I was very mathematically inclined from a young age, but after learning calculus I began to look elsewhere to further my knowledge. I turned towards the social sciences, which led me down a less quantitative path. I think the difference is between the study of physical systems of relatively few variables, versus complex biological systems with many interactions between many individual components. That simple mathematical precision is infeasible when dealing with complexity, it requires a different set of analytical skills and tools, which I found myself much more inclined towards.
I am one of those people who find science really interesting, although this is not limited to one or two disciplines, so I can’t shed any light for you there.
I find science to be interesting because I think that it is a process that discovers truth, meaning correct correspondence to reality. Understanding the objective world better allows us to interact with it more efficiently—look at what engineers have accomplished. Truth allows us to win.
Edit: Let me clarify: I find the results of science fascinating and revealing, but I think the actual work you have to do to further science can be quite tedious. I want to glean the insights, but I know I can direct my efforts elsewhere more effectively.