For my fellow visual thinkers who might be looking for a linear algebra book that focuses more on developing the geometric intuition for stuff like this, rather

For my fellow visual thinkers who might be looking for a linear algebra book that focuses more on developing the geometric intuition for stuff like this, rather than just pure numeric linear system solving, let me recommend: "Practical Linear Algebra: A Geometry Toolbox" by Farin and Hansford.