Linear Algebra
2.28 min read

Visualizing Vectors in Space

We can picture vectors in R2\mathbb{R}^2 or R3\mathbb{R}^3 in several ways. As a point: the vector (3,2)(3, 2) is the point 3 units right and 2 up. As an arrow: the same vector is drawn as an arrow from the origin to (3,2)(3, 2). As a free arrow: the same arrow shifted anywhere in the plane — direction and magnitude unchanged.

The arrow picture is powerful because it makes vector addition geometric: to add two vectors, place them tip-to-tail. The resulting arrow from start to end is the sum.

The magnitude (length) of v=(v1,v2)\mathbf{v} = (v_1, v_2) is v=v12+v22\|\mathbf{v}\| = \sqrt{v_1^2 + v_2^2} by the Pythagorean theorem. In Rm\mathbb{R}^m: v=v12++vm2\|\mathbf{v}\| = \sqrt{v_1^2 + \cdots + v_m^2}.

Formal View

Definition 2.2 — Euclidean Norm
The Euclidean norm (length) of vRm\mathbf{v} \in \mathbb{R}^m is
v=i=1mvi2\|\mathbf{v}\| = \sqrt{\sum_{i=1}^m v_i^2}
A vector with v=1\|\mathbf{v}\| = 1 is called a unit vector.

Interactive Visualization

Vector Addition

Why This Matters

Geometric intuition for vectors makes abstract operations visible and checkable.

  • Physics: velocity, force, and displacement are all vectors with geometric meaning
  • 3D graphics: vertex positions and surface normals are vectors in R3\mathbb{R}^3
  • Navigation: GPS uses vector arithmetic to compute position updates

Quiz

Question 1

The magnitude of the vector (3,4)(3, 4) is:

Common Mistakes

  • Adding vectors by adding their magnitudes — you must add component-by-component, then compute the magnitude.
  • Confusing the point (a,b)(a,b) with the vector (a,b)(a,b) — they are mathematically identical but conceptually different.