Let $B_t:=B(t)$. By the Itô formula 
$$f(B_1)-f(B_0)=\int_0^1 f'(B_t)\,dB_t+\frac12\,\int_0^1 f''(B_t)\,dt$$
with $f(b):=\int_0^b e^{a^2}da$ (with $\int_0^b:=-\int_b^0$ for $b<0$), we have 
$$X_1=\int_0^1 f'(B_t)\,dB_t
=f(B_1)-\frac12\,\int_0^1 f''(B_t)\,dt
=f(B_1)-\int_0^1 B_t e^{B_t^2}\,dt.$$
From here, it should be not too hard to see that $EX_1$ does not exist. 

One way to do this may be to recall that $B_1$ and the Brownian bridge $(Y_t):=(B_t-tB_1)$ are independent and write this for a real $c>0$: 
$$EX_1\,I\{Y_t>c\sqrt{(1-t)t}\ \ \forall t\in(0,1)\}\le P(Y_t>c\sqrt{(1-t)t}\ \ \forall t\in(0,1))\ Q,$$
$$Q:=E\Big(f(B_1)-\int_0^1 (tB_1+c\sqrt{(1-t)t})\, \exp((tB_1+c\sqrt{(1-t)t})^2)\,dt\Big).$$
Then $P(Y_t>c\sqrt{(1-t)t}\ \ \forall t\in(0,1))$ should be $>0$ and hopefully $Q=-\infty$.