In this video transcript, the teacher explains why certain terms in geometry, such as point, line, and distance, are considered undefined notions. By exploring circular reasoning and logic, the teacher highlights the need for precise definitions in geometry and how these undefined terms serve as the foundation for defining other geometric concepts.