OK, I cheated: the actual solution starts here. What happens if the set of critical points of $G(x) = |x|^2/2 - F(x)$ is not discrete? It turns out that $(x_n)$ may fail to converge! It is difficult to describe a counterexample, and I did not check the details;every detail; roughly speaking, the graph of the function $G(x)$ described below is an infinite spiral ramp around the unit disk.
[Edit: I re-wrote the following construction.] We suppose that $d = 2$, we set $c > 0$ small enough. We use polar coordinates (to be determined later), and we identify$(r, t)$ rather than Cartesian ones $(x, y)$ with $x + i y$. The curvesWe also write $(1 + e^{-t}) e^{i t}$ and$P_n$ $(1 + 2 e^{-t}) e^{i t}$ are(rather than two spirals that will describe the edges of$x_n$) for the ramp. The heightsequence of points defined in the ramp will be roughlyquestion: $e^{-2 t}$, so the slope will decrease rapidly as the ramp approaches the unit circle$P_{n+1} = P_n - \nabla G(P_n)$.
Step 1. We divide $\mathbb{R}^2$ into five regions:
'interior': the unit disk, $D_0 = \{r \le 1\}$;
'ramp': the area between two spirals, $D_1 = \{1 + e^{-t} \le r \le 1 + 2 e^{-t} , \, t \ge 0\}$;
'walls': everything between the consecutive turns of the ramp, $D_2 = \{1 + 2 e^{-t} < r < 1 + e^{-t + 2 \pi} , \, t \ge 2 \pi\}$;
'circus': $D_3 = \{r < 10\} \setminus (D_0 \cup D_1 \cup D_2 \cup D_3) = \{1 + 2 e^{-t} < r < 10 , \, 0 \le t < 2 \pi\}$;
'exterior': $D_4 = \{r \ge 10\}$.
Our goal is to define $G(r e^{i t})$$G$ in such a way that: (A) the second order derivatives of $G$ are small; (B) a particle placed on the ramp and following waythe recurrence equation $P_{n+1} = P_n - \nabla G(P_n)$ stays on the ramp forever.
Step 2. First of all, we set $G(r e^{i t}) = 0$ when$G = 0$ in the interior $r \le 1$$D_0$ and the exterior $D_4$. For
Step 3. We now define $G$ on the ramp $D_1$ in such a way that condition (B) is satisfied: for a fixed $t > 0$$t \ge 0$, if $1 + e^{-t} \le r < 1 + 2 e^{-t}$$1 + e^{-t} \le r \le 1 + 2 e^{-t}$, we let $G$ to be a linear function of $r$: $$ G(r e^{i t}) = c (e^{-2 t} + a(t) (r - 1 - e^{-t})) , $$$$ G = c (e^{-2 t} + a(t) (r - 1 - e^{-t})) , $$ where $a(t)$ (extremely small)$a(t) > 0$ is chosen in such a wayextremely small. More precisely, we require that for everyif the point $t > 0$$P$ lies on the inner edge of the ramp: $r = 1 + e^{-t}$, then the point $$ G((1 + e^{-t}) e^{i t}) - \nabla G((1 + e^{-t}) e^{i t}) $$$$ P' = P - \nabla G(P) $$ also lies on the same spiral $(1 + e^{-s}) e^{i s}$. A quick-and-dirty calculation suggests that there iscurve, a solution $a(t)$ such thatlittle bit down the correspondingramp. Denote the polar coordinates of $s$ satisfies$P$ by $s \approx t + c e^t a(t)$$t$ and $r = 1 + e^{-t}$, and the polar coordinates of $P'$ by $t'$ and $r' = 1 + e^{-t'}$. At $r = 1 + e^{-t}$ we have $a(t) \sim 2 e^{-3t}$$\partial_r G = c a(t)$ and (and similarly for$\partial_t G = -2 c e^{-2 t} + c a(t) e^{-t}$. Our condition reads $$ r' \cos(t' - t) = r - \partial_r G(P) , \quad r' \sin(t' - t) = -r \partial_t G(P) , $$ that is, $$ (1 + e^{-t'}) \cos(t' - t) = (1 + e^{-t}) - c a(t) , \quad (1 + e^{-t'}) \sin(t' - t) = c (1 + e^{-t}) (2 e^{-2 t} - a(t) e^{-t}) . $$ Given a small $a'(t)$$c > 0$, by the inverse mapping theorem, it looks like we can choose $t'$ and $a''(t)$); but here I must admit$a(t)$ in such a way that Ithe above condition holds, and $$ \begin{gathered} t' - t \sim 2 c e^{-2 t} , \\ a(t) \sim 2 e^{-3t} , \\ a'(t) \sim -6 e^{-3 t} , \\ a''(t) \sim 18 e^{-3 t} . \end{gathered} $$ (I did not really checkwork out the details here). The above properties of $a(t)$ imply that the second order derivatives of $G$ are bounded by a constant times $c$ on $D_1$.
For $t > 2 \pi$Step 4. We now build the walls for our ramp: we define $G(r e^{i t})$ when$G$ in $D_2$. For $t \ge 2 \pi$ and $1 + 2 e^{-t} < r < 1 + e^{-t + 2 \pi}$ as awe let $G$ to be the cubic polynomial in $r$ thatwhich matches the values and the derivatives of $G$ with respect to $r$ at the boundary values $r = 1 + 2 e^{-t}$$r_0 = 1 + 2 e^{-t}$ and $r = 1 + e^{-t + 2 \pi}$. Another quick-and-dirty calculation shows that wherever we have$r_1 = 1 + e^{-t + 2 \pi}$, defined already in Step 3. The formula for $G$ so farcan be given explicitly in terms of $t$, $a(t)$ and $a(t - 2 \pi)$. The important thing is that the second derivativesderivative of $G$ in any direction arewith respect to $r$ is bounded by the ratio of the 'height of the wall' (which is at most $c e^{-2 t} (e^{2 \pi} - 1)$) to the square of the 'width of the wall' (which is $e^{-t} (e^{2 \pi} - 2)$) plus the ratio of $a(t)$ to the 'width of the wall'. Thus, it is bounded by a constant multiple oftimes $c$. We finally extendSimilarly, one can bound second order derivatives of $G$ toin any direction at all points of $\mathbb{R}^2$ so that$D_2$ $G(r e^{i t}) = 0$ for(and again I did not work out the details).
Step 5. We need to extend $r \ge 10$$G$ to the circus $D_3$. Since this is a nice domain, and the second derivatives ofwe have already defined $G$ are everywhereelsewhere so that it has second order derivtives bounded by a constant multiple oftimes $c$, we can define $G$ in $D_3$ in such a way that the bound on the second order derivatives remains the same (possibly with a larger constant).
Step 6. Now we are ready to eventually choose $c$: we make it small enough, so that the second derivatives of $G$ are in fact bounded by $1$. And we eventually define $F(r e^{i t}) = r^2/2 - G(r e^{i t})$ and $F(r e^{i t}) = F_0(r e^{i t})$ when $r \le 10$$F = r^2/2 - G$.
Now $F$ is convex (because the second derivatives of $F$ in any direction belong to the interval $(0, 2)$) and $F(r e^{i t}) = r^2 / 2$ for $r \ge 10$. There is one more step needed to assert that $\nabla F$ is bounded: we modify $F(r e^{i t})$ for $r \ge 10$ and we set $F(r e^{i t}) = 10 (r - 10)$ for $r \ge 10$ (this. This of course does not affect convexity of $F$).
End of the construction. By the above constructionproperty $(B)$, if $x_0 = 1 + e$$P_0$ corresponds to $t = 0$ and $r = 1 + e$ (which lies on the inner edge of the ramp $r = 1 + e^{-t}$), then $x_n = (1 + e^{-t_n}) e^{i t_n}$ for sequence$P_n$ corresponds to $(t_n)$ such that$t_n$ and $t_{n+1} - t_n \to 0$$r_n = 1 + e^{-t_n}$ for some $t_n > 0$. On the other handAdditionally, we must have $t_n \to \infty$$t_{n+1} - t_n = t_n' - t_n \sim 2 c e^{-2 t_n}$, becauseand hence $\nabla F((1 + e^{-t}) e^{i t}) \ne 0$ for all$t_{n+1} - t_n \to 0$ and $t > 0$$t_n \to \infty$. Therefore, $(x_n)$$(P_n)$ is not convergent.
The above construction is not clear, I knowam still not satisfied with the above description (and the quality of the image). If you are able to simplify it, feel free to edit this answer.