Ordinary QM has essentially a fixed Hilbert space of $L^2(\mathbb{R}^n)\otimes S$, where $n$ is the number of spatial dimensions and $S$ some representation of the rotation group. This is due to the Stone-von Neumann theorem that tells us that any representation of $n$ position/momentum pairs with $[x_i,p_i] = \mathrm{i}$ is isomorphic to $L^2(\mathbb{R}^n)$, and we rarely have independent observables other than position, momentum and spin, so $L^2(\mathbb{R}^n)\otimes S$ with position as multiplication and momentum as differentiation on $L^2(\mathbb{R}^n)$ is the default setting for a lot of ordinary QM. In particular, we don't have to change this space when we change the Hamiltonian from a free to an interacting one - the SvN theorem guarantees all these Hamiltonians can live on the same space.
In principle, QFT does have a Schrödinger representation analogous to $L^2(\mathbb{R})$ where the states are "wavefunctionals" (see e.g. this question and its answers or this question), but this space is difficult to explicitly write down or to make rigorous.
E.g. in Glimm and Jaffe's "Quantum Physics", this Schrödinger representation is a subspace $L^2(D'(\mathbb{R}^{n-1},\mathrm{d}\nu))\subset L^2(D'(\mathbb{R}^n),\mathrm{d}\mu)$, where $\mathrm{d}\mu$ is the measure in the path integral physicists usually would write more like $\mathrm{e}^{\mathrm{i}S[\phi]}\mathcal{D}\phi$ and the subspace is arrived at by restricting to $t=0$. $D'(\mathbb{R}^n)$ is a suitable space of distributions, e.g. the tempered distributions. You'll note that this space depends on the action/Hamiltonian/Lagrangian because the measure depends on it, in contrast to the nice independent $L^2(\mathbb{R}^n)$ of QM with finitely many d.o.f., so even if you managed to study this space with explicit methods for one particular case, they might be of no use at all for a different system.
Abstractly, this is a manifestation of Haag's theorem, which says that the representations of the field operators on our Hilbert space cannot be isomorphic between free and interacting theories, so something like ordinary QM where both a free and an interacting Hamiltonian live on $L^2(\mathbb{R}^n)$ with $x$ and $p$ acting in the same way in all theories is impossible in QFT.
So, indeed, it is neither easy to write down a Schrödinger-like representation (because the spaces involve measures on infinite-dimensional function spaces that change from system to system) nor very useful because systems don't "share" a Hilbert space as they do in ordinary QM thanks to the SvN theorem.