diff --git a/src/projected_grpo/probe_distill.py b/src/projected_grpo/probe_distill.py
index c4c85fc..6949d28 100644
--- a/src/projected_grpo/probe_distill.py
+++ b/src/projected_grpo/probe_distill.py
@@ -343,8 +343,18 @@ def main(cfg: Config) -> int:
             )
         hr = sum(hacked_list) / cfg.group
         pr = sum(gt_list) / cfg.group
+        # Bucket cos by (hacked, gt_pass) so the discrimination signal is inline.
+        def _bucket_mean(pred):
+            cs = [per_sample_cos[i] for i in range(cfg.group)
+                  if pred(i) and per_sample_cos[i] is not None]
+            return (sum(cs)/len(cs), len(cs)) if cs else (float('nan'), 0)
+        cph, nph = _bucket_mean(lambda i: hacked_list[i] and not gt_list[i])
+        cmx, nmx = _bucket_mean(lambda i: hacked_list[i] and gt_list[i])
+        cno, nno = _bucket_mean(lambda i: not hacked_list[i])
         logger.info(
             f"step {step} DONE  hack={hr:.2f}  pass={pr:.2f}  "
+            f"cos_pureHack={cph:+.3f}(n={nph})  cos_mixed={cmx:+.3f}(n={nmx})  "
+            f"cos_noHack={cno:+.3f}(n={nno})  "
             f"cos_in={diag['mean_cos_in']:+.3f}  cos_out={diag['mean_cos_out']:+.3f}  "
             f"fired={diag['frac_fired']:.2f}  sec={time.time()-t0:.0f}"
         )