\displaystyle  {\bf E}_{H' \in [H/2,H]} \sum_n \frac{1}{n^{1+1/\log X}} |\sum_{m=1}^{H'} \tilde \chi(n+m) h(n+m)|^2 \ll_\varepsilon \log X.