diff --git a/src/plugins/emoji_system/emoji_manager.py b/src/plugins/emoji_system/emoji_manager.py
index 6a9e0067a..5bfd29456 100644
--- a/src/plugins/emoji_system/emoji_manager.py
+++ b/src/plugins/emoji_system/emoji_manager.py
@@ -287,35 +287,39 @@ class EmojiManager:
 
                 # 计算与每个emotion标签的相似度，取最大值
                 max_similarity = 0
+                best_matching_emotion = "" # 记录最匹配的 emotion 喵~
                 for emotion in emotions:
                     # 使用编辑距离计算相似度
                     distance = self._levenshtein_distance(text_emotion, emotion)
                     max_len = max(len(text_emotion), len(emotion))
                     similarity = 1 - (distance / max_len if max_len > 0 else 0)
-                    max_similarity = max(max_similarity, similarity)
+                    if similarity > max_similarity: # 如果找到更相似的喵~
+                        max_similarity = similarity
+                        best_matching_emotion = emotion # 就记下这个 emotion 喵~
 
-                emoji_similarities.append((emoji, max_similarity))
+                if best_matching_emotion: # 确保有匹配的情感才添加喵~
+                    emoji_similarities.append((emoji, max_similarity, best_matching_emotion)) # 把 emotion 也存起来喵~
 
             # 按相似度降序排序
             emoji_similarities.sort(key=lambda x: x[1], reverse=True)
 
-            # 获取前5个最相似的表情包
-            top_5_emojis = emoji_similarities[:10] if len(emoji_similarities) > 10 else emoji_similarities
+            # 获取前10个最相似的表情包
+            top_emojis = emoji_similarities[:10] if len(emoji_similarities) > 10 else emoji_similarities # 改个名字，更清晰喵~
 
-            if not top_5_emojis:
+            if not top_emojis:
                 logger.warning("未找到匹配的表情包")
                 return None
 
-            # 从前5个中随机选择一个
-            selected_emoji, similarity = random.choice(top_5_emojis)
+            # 从前几个中随机选择一个
+            selected_emoji, similarity, matched_emotion = random.choice(top_emojis) # 把匹配的 emotion 也拿出来喵~
 
             # 更新使用次数
             self.record_usage(selected_emoji.hash)
 
             time_end = time.time()
 
-            logger.info(
-                f"找到[{text_emotion}]表情包,用时:{time_end - time_start:.2f}秒: {selected_emoji.description}  (相似度: {similarity:.4f})"
+            logger.info( # 使用匹配到的 emotion 记录日志喵~
+                f"为[{text_emotion}]找到表情包: {matched_emotion},({similarity:.4f})"
             )
             return selected_emoji.path, f"[ {selected_emoji.description} ]"