diff --git a/examples/ppo_hover_eval.py b/examples/ppo_hover_eval.py
index 18db0d9..7a629ee 100644
--- a/examples/ppo_hover_eval.py
+++ b/examples/ppo_hover_eval.py
@@ -21,6 +21,10 @@ The task is for the quadrotor to stabilize to hover at the origin when starting
 # First we'll set up some directories for saving the policy and logs.
 models_dir = os.path.join(os.path.dirname(os.path.abspath(__file__)), "..", "rotorpy", "learning", "policies")
 log_dir = os.path.join(os.path.dirname(os.path.abspath(__file__)), "..", "rotorpy", "learning", "logs")
+output_dir = os.path.join(os.path.dirname(__file__), "..", "rotorpy", "data_out", "ppo_hover")
+
+if not os.path.exists(output_dir):
+    os.makedirs(output_dir)
 
 # Next import Stable Baselines.
 try:
@@ -68,9 +72,13 @@ num_episodes = 10
 for i in range(num_episodes):
     obs, info = env.reset()
     terminated = False
+    j = 0
     while not terminated:
         env.render()
         action, _ = model.predict(obs)
         obs, reward, terminated, truncated, info = env.step(action)
+        if i == 0:   # Save frames from the first rollout to make a gif. 
+            env.fig.savefig(os.path.join(output_dir, 'PPO_hover_'+str(j)+'.png'))
+            j += 1
 
 plt.show()
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