diff --git a/keras_cv/models/stable_diffusion/stable_diffusion_test.py b/keras_cv/models/stable_diffusion/stable_diffusion_test.py
index 39600b4f2a..097f036929 100644
--- a/keras_cv/models/stable_diffusion/stable_diffusion_test.py
+++ b/keras_cv/models/stable_diffusion/stable_diffusion_test.py
@@ -49,11 +49,32 @@ def test_image_encoder_golden_value(self):
             [2.451568, 1.607522, -0.546311, -1.194388],
             atol=1e-4,
         )
+    
+    def test_text_encoder_golden_value(self):
+        prompt = "a caterpillar smoking a hookah while sitting on a mushroom"
+        stablediff = StableDiffusion(128, 128)
+        text_encoding = stablediff.encode_text(prompt)
+        self.assertAllClose(
+            text_encoding[0][1][0:5],
+            [0.029033, -1.325784,  0.308457, -0.061469,  0.03983],
+            atol=1e-4,
+        )
+
+    def test_text_tokenizer_golden_value(self):
+        prompt = "a caterpillar smoking a hookah while sitting on a mushroom"
+        stablediff = StableDiffusion(128, 128)
+        text_encoding = stablediff.tokenizer.encode(prompt)
+        self.assertEqual(
+            text_encoding[0:5],
+            [49406, 320, 27111, 9038, 320],
+        )
 
     def test_mixed_precision(self):
         mixed_precision.set_global_policy("mixed_float16")
         stablediff = StableDiffusion(128, 128)
-        _ = stablediff.text_to_image("Testing123 haha!")
+        _ = stablediff.text_to_image("Testing123 haha!", num_steps=2)
+        # Clean up global policy
+        mixed_precision.set_global_policy("float32")
 
     def test_generate_image_rejects_noise_and_seed(self):
         stablediff = StableDiffusion(128, 128)