diff --git a/config.yaml b/config.yaml
index 575af92..dfeee75 100644
--- a/config.yaml
+++ b/config.yaml
@@ -194,9 +194,10 @@ rewards:
       start_menu: 0.00
       pokemon_menu: 0.0
       stats_menu: 0.0
-      bag_menu: 0.0
+      bag_menu: 0.1
       rocket_hideout_found: 5.0
       explore_hidden_objs: 0.02
+      seen_action_bag_menu: 0.1
 
 
 
diff --git a/pokemonred_puffer/environment.py b/pokemonred_puffer/environment.py
index f3d39e4..d250d41 100644
--- a/pokemonred_puffer/environment.py
+++ b/pokemonred_puffer/environment.py
@@ -146,6 +146,7 @@
     WindowEvent.PRESS_BUTTON_A,
     WindowEvent.PRESS_BUTTON_B,
     WindowEvent.PRESS_BUTTON_START,
+    WindowEvent.PASS,
 ]
 
 VALID_RELEASE_ACTIONS = [
@@ -156,6 +157,7 @@
     WindowEvent.RELEASE_BUTTON_A,
     WindowEvent.RELEASE_BUTTON_B,
     WindowEvent.RELEASE_BUTTON_START,
+    WindowEvent.PASS,
 ]
 
 VALID_ACTIONS_STR = ["down", "left", "right", "up", "a", "b", "start"]
@@ -246,6 +248,7 @@ def __init__(self, env_config: pufferlib.namespace):
                 "map_id": spaces.Box(low=0, high=0xF7, shape=(1,), dtype=np.uint8),
                 # "badges": spaces.Box(low=0, high=np.iinfo(np.uint16).max, shape=(1,), dtype=np.uint16),
                 "badges": spaces.Box(low=0, high=255, shape=(1,), dtype=np.uint8),
+                "wJoyIgnore": spaces.Box(low=0, high=1, shape=(1,), dtype=np.uint8),
             }
         )
 
@@ -555,6 +558,7 @@ def _get_obs(self):
             # "y": np.array(player_y, dtype=np.uint8),
             "map_id": np.array(self.read_m(0xD35E), dtype=np.uint8),
             "badges": np.array(self.read_short("wObtainedBadges").bit_count(), dtype=np.uint8),
+            "wJoyIgnore": np.array(self.read_m("wJoyIgnore"), dtype=np.uint8),
         }
 
     def set_perfect_iv_dvs(self):
@@ -626,8 +630,8 @@ def run_action_on_emulator(self, action):
         self.action_hist[action] += 1
         # press button then release after some steps
         # TODO: Add video saving logic
-        self.pyboy.send_input(VALID_ACTIONS[action])
-        self.pyboy.send_input(VALID_RELEASE_ACTIONS[action], delay=8)
+        # self.pyboy.send_input(VALID_ACTIONS[action])
+        # self.pyboy.send_input(VALID_RELEASE_ACTIONS[action], delay=8)
         self.pyboy.tick(self.action_freq, render=True)
 
         if self.read_bit(0xD803, 0):
@@ -755,8 +759,8 @@ def start_menu_hook(self, *args, **kwargs):
             self.seen_start_menu = 1
 
     def item_menu_hook(self, *args, **kwargs):
-        if self.read_m("wIsInBattle") == 0:
-            self.seen_bag_menu = 1
+        # if self.read_m("wIsInBattle") == 0:
+        self.seen_bag_menu = 1
 
     def pokemon_menu_hook(self, *args, **kwargs):
         if self.read_m("wIsInBattle") == 0:
@@ -767,8 +771,8 @@ def chose_stats_hook(self, *args, **kwargs):
             self.seen_stats_menu = 1
 
     def chose_item_hook(self, *args, **kwargs):
-        if self.read_m("wIsInBattle") == 0:
-            self.seen_action_bag_menu = 1
+        # if self.read_m("wIsInBattle") == 0:
+        self.seen_action_bag_menu = 1
 
     def blackout_hook(self, *args, **kwargs):
         self.blackout_count += 1
@@ -853,6 +857,8 @@ def agent_stats(self, action):
                 "reset_count": self.reset_count,
                 "blackout_count": self.blackout_count,
                 "pokecenter": np.sum(self.pokecenters),
+                "rival3": int(self.read_m(0xD665) == 4),
+                "rocket_hideout_found": int(self.read_bit(0xD77E, 1)),
             },
             "reward": self.get_game_state_reward(),
             "reward/reward_sum": sum(self.get_game_state_reward().values()),
diff --git a/pokemonred_puffer/policies/multi_convolutional.py b/pokemonred_puffer/policies/multi_convolutional.py
index 678f664..87ad8a7 100644
--- a/pokemonred_puffer/policies/multi_convolutional.py
+++ b/pokemonred_puffer/policies/multi_convolutional.py
@@ -128,6 +128,7 @@ def encode_observations(self, observations):
                     badges.float().squeeze(1),
                     map_id.squeeze(1),
                     blackout_map_id.squeeze(1),
+                    observations["wJoyIgnore"].float(),
                 ),
                 dim=-1,
             )
diff --git a/pokemonred_puffer/rewards/baseline.py b/pokemonred_puffer/rewards/baseline.py
index d64c3b8..23f48db 100644
--- a/pokemonred_puffer/rewards/baseline.py
+++ b/pokemonred_puffer/rewards/baseline.py
@@ -194,6 +194,8 @@ def get_game_state_reward(self):
             * int(self.read_bit(0xD77E, 1)),
             "explore_hidden_objs": sum(self.seen_hidden_objs.values())
             * self.reward_config["explore_hidden_objs"],
+            "seen_action_bag_menu": self.seen_action_bag_menu
+            * self.reward_config["seen_action_bag_menu"],
         }
 
     def get_levels_reward(self):