I suppose this question ultimately boils down to: when we speak of a time translation (in nonrelativistic mechanics, so that the Galilean group is the apporpiate symmetry group under which the physics of a system must not change) what do we mean? In particular, do we mean that the value we assign to the current moment does not matter (of course) or that if we actually actively translate the system in time, then nothing changes (how can this be true? The state may evolve in time!).
This question is motivated by the following excerpt from Ballentine's quantum text on page 77:
Corresponding to the time displacement $t \to t' = t + s$, there is a vector space transformation of the form (3.8) [i.e. effected by the unitary operator for time translations which was earlier seen to be $e^{isH}$ in this context],$|\psi(t)\rangle \to |\psi'(t')\rangle \equiv e^{isH}|\psi(t)\rangle \stackrel{(?)}{=} |\psi(t-s)\rangle$
where it's the equality marked with (?) which I can't follow and which I think has to do with my lack of understanding of time translations. If I am doing $t \to t' = t + s$ on the system then shouldn't my system get mapped to $|\psi'(t')\rangle=|\psi(t+s)\rangle$? If $s>0$ I am ahead in time after the active transformation.
This is related to my not understanding the end of Saoirse's answer here.
Edit on my understanding after answers from Prof. Moretti and ACuriousMind:
A summary of my lack of understanding: If $e^{isH}|\psi(t)\rangle$ propagates a state $|\psi(t)\rangle$ forward in time (to $t+s$) then why do I have from earlier quantum mechanics courses that $|\psi(t+s)\rangle = e^{-isH}|\psi(t)\rangle$. Is there a different meaning to propagating forward in time to the two cases? In the first case, do we mean keeping the state still somehow while things evolve around it while in the latter we actually evolve the state? I generally don't have trouble understanding these transformations when it comes to any other aspect of the Galilean group (I just think in terms of an active transformation) but here I am struggling.