I will give an example for expressing where I stuck about affine polynomials:
Let $\alpha \in \mathbb F_{2^k}^*$. Let $L_{\alpha}(x)=x^4+x^2+\alpha x$ be a linearized polynomial over $\mathbb F_{2^n}$ with $k \mid n$. What is $\{x \in \mathbb F_{2^n} \: | \: L_\alpha(x)\in \mathbb F_{2^{m}}\}$ where $m \geq1$ and $k \mid m$?
Process:
Firstly Since $L_\alpha : \mathbb F_{2^n} \to \mathbb F_{2^n}$, we have $\{x \in \mathbb F_{2^n} \: | \: L_\alpha(x)\in \mathbb F_{2^{m}}\}=\{x \in \mathbb F_{2^n} \: | \: L_\alpha(x)\in \mathbb F_{2^{(m,n)}}\}$. Therefore assume $m \mid n$.
There are $3$ possibilities for factorization of $L_{\alpha}$ in $\mathbb F_{2^k}$. (see factorization of $x^3+x+b$)
Now if $x^3+x+\alpha$ is irreducible over $\mathbb F_{2^k}$ we can write $x^3+x+\alpha=(x-w)(x-w^{2^k})(x-w^{2^{2k}})$ where $w \in \mathbb F_{2^{3k}}$. Since $0,w,w^{2^k},w^{2^{2k}}$ is root of $L_\alpha$, if $3k \not \mid n$, then $\{x \in \mathbb F_{2^n} \: | \: L_\alpha(x)\in \mathbb F_{2^{m}}\}=\mathbb F_{2^m}$ $\{x \in \mathbb F_{2^n} \: | \: L_\alpha(x)\in \mathbb F_{2^{m}}\}=\{0+\mathbb F_{2^m},w+\mathbb F_{2^m},w^{2^k}+\mathbb F_{2^m},w^{2^{2k}}+\mathbb F_{2^m} \}$ (abuse of set).
I just confused for the other cases: (maybe above case is wrong too?)
if $x^3+x+\alpha$ has one root in $\mathbb F_{2^k}$, $\cdots$
if $x^3+x+\alpha$ has three roots in $\mathbb F_{2^k}$, $\cdots$
see Morgan's answer: Since $x^{2^{m+2}} + x^{2^{m+1}} + \alpha x^{2^{m}} + x^{4}+x^{2}+\alpha x $ is linearized polynomial, the solution space is vector space over $\mathbb F_2$ and includes the $\mathbb F_{2^m}$. Since degree of the polynomial Morgan wrote is $2^{m+2}$. There are $3$ possibilities for dimension: $m,m+1$, or $m+2$. Moreover $L_{\alpha}$ has $1=2^0,2=2^1$, or $4=2^2$ solution(s). I think that this space need to be related with $x^4+x^2+\alpha x$ in easy way.
Furthermore, (symbolically) $x^{2^{m+2}} + x^{2^{m+1}} + \alpha x^{2^{m}} + x^{4}+x^{2}+\alpha x =(x^{2^m}-x)\otimes L_{\alpha}(x)=L_\alpha(x)\otimes(x^{2^m}-x)$.
I want to note that symbolically division works. I probably made a mistake in computation part.
An alternate approach: $L_{\alpha}(x) \in \mathbb{F}_{2^{m}}$ if and only if $(L_{\alpha}(x))^{2^{m}} = L_{\alpha}(x)$. Plugging this in we have $$x^{2^{m+2}} + x^{2^{m+1}} + \alpha x^{2^{m}} + x^{4}+x^{2}+\alpha x = 0.$$
From this it is clear that every element of $\mathbb{F}_{2^{m}}$ satisfies this equation. Furthermore, if $\omega$ is a root of $x^{4}+x^{2}+\alpha x$, then $\omega$ also satisfies this equation, as does $\omega + b$ for all $b \in \mathbb{F}_{2^{m}}$. So the dimension of $\{x \in \mathbb{F}_{2^{n}} \mid L_{\alpha}(x) \in \mathbb{F}_{2^{m}}\}$ depends on how many zeroes $x^{3}+x+\alpha$ has that are not in $\mathbb{F}_{2^{m}}$. (I'm not sure where $k$ comes into play.)