Understanding Vectors and Vector Spaces: A Beginner-Friendly Analogy

Shalini GannuShalini Gannu
4 min read

Today’s blog post is all about vectors and vector spaces. Before diving deep into their mathematical definitions, let’s first understand vectors in a simple and intuitive way.

A vector is a quantity that has both magnitude and direction. In contrast to a scalar, which only has magnitude (like temperature or mass), a vector tells you how much and which way.

To grasp this better, consider a real-life scenario:

Imagine someone asking for directions to a place. What do they need to know? Just the distance? Or just the direction?
Neither one alone is sufficient. Knowing the distance without the direction won’t help you reach your destination. Similarly, knowing the direction without the distance is equally unhelpful.
Only when you combine how far (magnitude) and which way (direction) can you actually navigate to the location. This combination is the essence of a vector.


Vectors in Physics

Vectors are widely used in physics. For example, when throwing a ball, you're applying a force in a particular direction. That force is a vector. The amount of force is the magnitude, and the angle or direction at which it’s thrown is the direction.
This is why force, velocity, acceleration, and displacement are all examples of vector quantities.

Vector Representation

🎯 Numerical vs Geometrical Representation of Vectors

Let’s understand how vectors work in numbers (numerically) and on axes (geometrically) through simple, real-world examples.

🔹 Example 1: 1D Vector — Walking on a Straight Road (Along X-Axis)
Imagine you're on a straight road that only goes forward and backward—just one direction. Suppose your friend asks, “How far is the shop?”
You reply, “It’s 5 meters ahead.”

In this case:

  • The road represents the x-axis.

  • The direction is either +x (forward) or –x (backward).

  • The vector is:
    v = 5 i
    Here, i is the unit vector along the x-axis, and 5 is the magnitude (distance).

So this is a 1D vector, because movement happens only along one axis — the x-axis.


🔹 Example 2: 2D Vector — Navigating a City Grid (X-Axis and Y-Axis)
Now, suppose you’re guiding someone through a city. You say,
“Walk 3 blocks east and 4 blocks north.”

Here’s how it works:

  • East is along the x-axis → represented by i

  • North is along the y-axis → represented by j

The vector becomes:
v = 3 i + 4 j

This is a 2D vector, because now we’re moving along two axes:

  • 3 units along x

  • 4 units along y

On a graph, this would form a diagonal vector pointing into the first quadrant of the xy-plane.


🔹 Example 3: 3D Vector — Hiking Up a Hill (X, Y, and Z Axes)
Imagine you’re giving hiking directions:
“Walk 1 km east, 2 km north, and climb 3 km uphill.”

Now:

  • East is the x-axis → i

  • North is the y-axis → j

  • Upward (elevation) is the z-axis → k

So the vector becomes:
v = 1 i + 2 j + 3 k

This is a 3D vector, where motion happens in all three dimensions — x, y, and z.
You can imagine this like a drone flying: it moves forward (x), sideways (y), and ascends (z) all at once.


💡 Why Use Unit Vectors (i, j, k)?
The i, j, and k aren't just letters — they’re unit vectors that tell us:

  • i → direction along the x-axis

  • j → direction along the y-axis

  • k → direction along the z-axis

By attaching these to magnitudes, we clearly say how much and in which direction the object moves on each axis.


🧠 Wrapping Up
So remember:

  • 1D vector → along a single axis (usually x)

  • 2D vector → moves along two axes (x and y)

  • 3D vector → moves along all three axes (x, y, and z)

And that’s how vectors represent real-world motion using simple numbers and directions!


In the next articles, we’ll dive into:

  • Types of vectors (null, unit, position)

  • Vector operations (addition, subtraction)

  • Triangle law and parallelogram law of vector addition

Let’s keep learning. Just like vectors—stay pointed in the right direction!

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Written by

Shalini Gannu
Shalini Gannu