diff --git a/alr_envs/__init__.py b/alr_envs/__init__.py
index 14359b6..2439822 100644
--- a/alr_envs/__init__.py
+++ b/alr_envs/__init__.py
@@ -11,7 +11,7 @@ register(
 )
 
 register(
-    id='ALRReacherShort-v0',
+    id='ALRReacherShortSparse-v0',
     entry_point='alr_envs.mujoco:ALRReacherEnv',
     max_episode_steps=50,
     kwargs={
@@ -20,6 +20,16 @@ register(
     }
 )
 
+register(
+    id='ALRReacherShort-v0',
+    entry_point='alr_envs.mujoco:ALRReacherEnv',
+    max_episode_steps=50,
+    kwargs={
+        "steps_before_reward": 40,
+        "n_links": 5,
+    }
+)
+
 register(
     id='ALRReacherSparse-v0',
     entry_point='alr_envs.mujoco:ALRReacherEnv',
diff --git a/alr_envs/mujoco/alr_reacher.py b/alr_envs/mujoco/alr_reacher.py
index 4fd5c66..a7e4e18 100644
--- a/alr_envs/mujoco/alr_reacher.py
+++ b/alr_envs/mujoco/alr_reacher.py
@@ -10,7 +10,11 @@ class ALRReacherEnv(mujoco_env.MujocoEnv, utils.EzPickle):
         self.steps_before_reward = steps_before_reward
         self.n_links = n_links
 
-        self.reward_weight = 1 if self.steps_before_reward != 200 and self.steps_before_reward != 50 else 200
+        self.reward_weight = 1
+        if steps_before_reward == 200:
+            self.reward_weight = 200
+        elif steps_before_reward == 50:
+            self.reward_weight = 50
 
         if n_links == 5:
             file_name = 'reacher_5links.xml'