Step by step
The question
Question: find an eigenvector of A for λ = 2.
An eigenvector is a vector that A only stretches: A times v is λ times v.
The zero vector does not count.
1 Eigenvector for λ = 2
An eigenvector for this λ is a vector that A − λI sends to 0: its null space.
We take 2 off the diagonal: 3 − 2 = 1 and 2 − 2 = 0.
A row of 0s: the letter y is free.
That is why there are eigenvectors.
Row 1 as an equation: x = 0.
So x = 0.
We pick y = 1.
So an eigenvector for λ = 2 is (0, 1).
Careful!
Every number for the free letter works, except 0.
The zero vector is never an eigenvector.
So: λ = 2: (0, 1).
Any number times them, except 0, works too.
2 Check
Let's check: A v must be λ times v.
That is 2 times (0, 1): (0, 2).
A only stretches it, by its λ.
So the answer is right!
Let's look back.
First: eigenvector for λ = 2.
Last: check.