diff --git a/src/plugins/chat/bot.py b/src/plugins/chat/bot.py
index eab769ba..52552239 100644
--- a/src/plugins/chat/bot.py
+++ b/src/plugins/chat/bot.py
@@ -100,7 +100,9 @@ class ChatBot:
         )
         current_willing = willing_manager.get_willing(event.group_id)
         
-        print(f"\033[1;32m[{current_time}][{message.group_name}]{message.user_nickname}:\033[0m {message.processed_plain_text}\033[1;36m[回复意愿:{current_willing:.2f}][概率:{reply_probability:.1f}]\033[0m")
+        
+        print(f"\033[1;32m[{current_time}][{message.group_name}]{message.user_nickname}:\033[0m {message.processed_plain_text}\033[1;36m[回复意愿:{current_willing:.2f}][概率:{reply_probability * 100:.1f}%]\033[0m")
+
         response = ""
         
         if random() < reply_probability:
diff --git a/src/plugins/chat/willing_manager.py b/src/plugins/chat/willing_manager.py
index e3574357..5266142c 100644
--- a/src/plugins/chat/willing_manager.py
+++ b/src/plugins/chat/willing_manager.py
@@ -50,7 +50,7 @@ class WillingManager:
         
         self.group_reply_willing[group_id] = min(current_willing, 3.0)
         
-        reply_probability = (current_willing - 0.5) * 2
+        reply_probability = max((current_willing - 0.5) * 2, 0)
         if group_id not in config.talk_allowed_groups:
             current_willing = 0
             reply_probability = 0
@@ -60,7 +60,8 @@ class WillingManager:
             
         # if is_mentioned_bot and user_id == int(1026294844):
         #     reply_probability = 1
-            
+
+        reply_probability = min(reply_probability, 1)
         return reply_probability
     
     def change_reply_willing_sent(self, group_id: int):
@@ -82,4 +83,4 @@ class WillingManager:
             self._started = True
 
 # 创建全局实例
-willing_manager = WillingManager() 
\ No newline at end of file
+willing_manager = WillingManager()