diff --git a/modules/story-summary/generate/prompt.js b/modules/story-summary/generate/prompt.js
index 162d650..3364b33 100644
--- a/modules/story-summary/generate/prompt.js
+++ b/modules/story-summary/generate/prompt.js
@@ -1112,26 +1112,32 @@ async function buildVectorPrompt(store, recallResult, causalById, focusCharacter
     if (distantL0.length && total.used < total.max) {
         const distantBudget = { used: 0, max: Math.min(SUMMARIZED_EVIDENCE_MAX, total.max - total.used) };
 
-        // 按楼层排序（时间顺序）后分组
-        distantL0.sort((a, b) => a.floor - b.floor);
+        // 先按分数挑组（高分优先），再按时间输出（楼层升序）
         const distantFloorMap = groupL0ByFloor(distantL0);
-
-        // 按楼层顺序遍历（Map 保持插入顺序，distantL0 已按 floor 排序）
+        const distantRanked = [];
         for (const [floor, l0s] of distantFloorMap) {
             const group = buildEvidenceGroup(floor, l0s, l1ByFloor);
+            const bestScore = Math.max(...l0s.map(l0 => (l0.rerankScore ?? l0.similarity ?? 0)));
+            distantRanked.push({ group, bestScore });
+        }
+        distantRanked.sort((a, b) => (b.bestScore - a.bestScore) || (a.group.floor - b.group.floor));
 
-            // 原子组预算检查
+        const acceptedDistantGroups = [];
+        for (const item of distantRanked) {
+            const group = item.group;
             if (distantBudget.used + group.totalTokens > distantBudget.max) continue;
+            distantBudget.used += group.totalTokens;
+            acceptedDistantGroups.push(group);
+            for (const l0 of group.l0Atoms) usedL0Ids.add(l0.id);
+            injectionStats.distantEvidence.units++;
+        }
 
+        acceptedDistantGroups.sort((a, b) => a.floor - b.floor);
+        for (const group of acceptedDistantGroups) {
             const groupLines = formatEvidenceGroup(group);
             for (const line of groupLines) {
                 assembled.distantEvidence.lines.push(line);
             }
-            distantBudget.used += group.totalTokens;
-            for (const l0 of l0s) {
-                usedL0Ids.add(l0.id);
-            }
-            injectionStats.distantEvidence.units++;
         }
 
         assembled.distantEvidence.tokens = distantBudget.used;
@@ -1154,24 +1160,32 @@ async function buildVectorPrompt(store, recallResult, causalById, focusCharacter
         if (recentL0.length) {
             const recentBudget = { used: 0, max: UNSUMMARIZED_EVIDENCE_MAX };
 
-            // 按楼层排序后分组
-            recentL0.sort((a, b) => a.floor - b.floor);
+            // 先按分数挑组（高分优先），再按时间输出（楼层升序）
             const recentFloorMap = groupL0ByFloor(recentL0);
-
+            const recentRanked = [];
             for (const [floor, l0s] of recentFloorMap) {
                 const group = buildEvidenceGroup(floor, l0s, l1ByFloor);
+                const bestScore = Math.max(...l0s.map(l0 => (l0.rerankScore ?? l0.similarity ?? 0)));
+                recentRanked.push({ group, bestScore });
+            }
+            recentRanked.sort((a, b) => (b.bestScore - a.bestScore) || (a.group.floor - b.group.floor));
 
+            const acceptedRecentGroups = [];
+            for (const item of recentRanked) {
+                const group = item.group;
                 if (recentBudget.used + group.totalTokens > recentBudget.max) continue;
+                recentBudget.used += group.totalTokens;
+                acceptedRecentGroups.push(group);
+                for (const l0 of group.l0Atoms) usedL0Ids.add(l0.id);
+                injectionStats.recentEvidence.units++;
+            }
 
+            acceptedRecentGroups.sort((a, b) => a.floor - b.floor);
+            for (const group of acceptedRecentGroups) {
                 const groupLines = formatEvidenceGroup(group);
                 for (const line of groupLines) {
                     assembled.recentEvidence.lines.push(line);
                 }
-                recentBudget.used += group.totalTokens;
-                for (const l0 of l0s) {
-                    usedL0Ids.add(l0.id);
-                }
-                injectionStats.recentEvidence.units++;
             }
 
             assembled.recentEvidence.tokens = recentBudget.used;