First off, congratulations on entering this new and exciting stage in your life! College life is often misrepresented as the time of your life to do all your partying, fraternizing, and overall having fun. While that may be the case for some, it's important to find the right balance for you in order to excel in both facets of your life. Based of your question, you seem like a dedicated individual passionate about their studies. I can best speak from experience, so I'll tell you a short story about the time I had that same question. I've always been very studious and was always labeled as an overachiever with all my work. Once I started my transition from high school to college, I was afraid of what my peers would think of my study habits. Would I be labeled "the nerd" or pushed away because of my drive? NO! I got to my academic institution, and my friends and other college students found it intriguing about how dedicated I was to my work, and some even asked for my advice in how to apply themselves for to their studies. Moral of the story: find the right balance for you, focus on your success, and surround yourself with like-minded individuals who see your value and passion.
I wish you much success!