To "geek out" means to become very excited or enthusiastic about a particular topic, hobby, or interest. It often involves intense focus and passion for something that is typically considered nerdy or geeky by mainstream society. When someone says they are going to "geek out," it usually implies that they will be immersing themselves in their favorite subject matter and losing track of time while doing so.