diff --git a/metaworld/envs/mujoco/env_dict.py b/metaworld/envs/mujoco/env_dict.py
index e7f4171db..2ca6e84ef 100644
--- a/metaworld/envs/mujoco/env_dict.py
+++ b/metaworld/envs/mujoco/env_dict.py
@@ -592,6 +592,7 @@ def initialize(env, seed=None):
             env.reset()
             env._freeze_rand_vec = True
             if seed is not None:
+                env.seed(seed)
                 np.random.set_state(st0)
 
         d['__init__'] = initialize
@@ -622,6 +623,7 @@ def initialize(env, seed=None):
             env.reset()
             env._freeze_rand_vec = True
             if seed is not None:
+                env.seed(seed)
                 np.random.set_state(st0)
 
         d['__init__'] = initialize
diff --git a/metaworld/envs/mujoco/mujoco_env.py b/metaworld/envs/mujoco/mujoco_env.py
index 47dd2a58d..94c8f121a 100644
--- a/metaworld/envs/mujoco/mujoco_env.py
+++ b/metaworld/envs/mujoco/mujoco_env.py
@@ -58,10 +58,14 @@ def __init__(self, model_path, frame_skip):
 
         self._did_see_sim_exception = False
 
-        self.seed()
+        self.np_random, _ = seeding.np_random(None)
 
-    def seed(self, seed=None):
+    def seed(self, seed):
+        assert seed is not None
         self.np_random, seed = seeding.np_random(seed)
+        self.action_space.seed(seed)
+        self.observation_space.seed(seed)
+        self.goal_space.seed(seed)
         return [seed]
 
     @abc.abstractmethod
diff --git a/metaworld/envs/mujoco/sawyer_xyz/sawyer_xyz_env.py b/metaworld/envs/mujoco/sawyer_xyz/sawyer_xyz_env.py
index 091edf3a8..6ae933a37 100644
--- a/metaworld/envs/mujoco/sawyer_xyz/sawyer_xyz_env.py
+++ b/metaworld/envs/mujoco/sawyer_xyz/sawyer_xyz_env.py
@@ -111,6 +111,7 @@ def __init__(
         self.mocap_low = np.hstack(mocap_low)
         self.mocap_high = np.hstack(mocap_high)
         self.curr_path_length = 0
+        self.seeded_rand_vec = False
         self._freeze_rand_vec = True
         self._last_rand_vec = None
 
@@ -469,6 +470,13 @@ def _get_state_rand_vec(self):
         if self._freeze_rand_vec:
             assert self._last_rand_vec is not None
             return self._last_rand_vec
+        elif self.seeded_rand_vec:
+            rand_vec = self.np_random.uniform(
+                self._random_reset_space.low,
+                self._random_reset_space.high,
+                size=self._random_reset_space.low.size)
+            self._last_rand_vec = rand_vec
+            return rand_vec
         else:
             rand_vec = np.random.uniform(
                 self._random_reset_space.low,
diff --git a/tests/metaworld/envs/mujoco/sawyer_xyz/test_seeded_rand_vec.py b/tests/metaworld/envs/mujoco/sawyer_xyz/test_seeded_rand_vec.py
new file mode 100644
index 000000000..95aef7daf
--- /dev/null
+++ b/tests/metaworld/envs/mujoco/sawyer_xyz/test_seeded_rand_vec.py
@@ -0,0 +1,29 @@
+import random
+
+import pytest
+import numpy as np
+
+from metaworld.envs import ALL_V2_ENVIRONMENTS_GOAL_OBSERVABLE
+
+
+@pytest.mark.parametrize(
+    'env_name',
+    sorted(ALL_V2_ENVIRONMENTS_GOAL_OBSERVABLE.keys()))
+def test_observations_match(env_name):
+    seed = random.randrange(1000)
+    env1 = ALL_V2_ENVIRONMENTS_GOAL_OBSERVABLE[env_name](seed=seed)
+    env1.seeded_rand_vec = True
+    env2 = ALL_V2_ENVIRONMENTS_GOAL_OBSERVABLE[env_name](seed=seed)
+    env2.seeded_rand_vec = True
+
+    obs1, obs2 = env1.reset(), env2.reset()
+    assert (obs1 == obs2).all()
+
+    for i in range(env1.max_path_length):
+        a = np.random.uniform(low=-1, high=-1, size=4)
+        obs1, r1, done1, _ = env1.step(a)
+        obs2, r2, done2, _ = env2.step(a)
+        assert (obs1 == obs2).all()
+        assert r1 == r2
+        assert not done1
+        assert not done2