diff --git a/ch03/01_main-chapter-code/ch03.ipynb b/ch03/01_main-chapter-code/ch03.ipynb
index 7dea78e..66ff1a1 100644
--- a/ch03/01_main-chapter-code/ch03.ipynb
+++ b/ch03/01_main-chapter-code/ch03.ipynb
@@ -747,7 +747,7 @@
    "id": "bac5dfd6-ade8-4e7b-b0c1-bed40aa24481",
    "metadata": {},
    "source": [
-    "- In the next step, step 2, we compute the unnormalized attention scores by computing the dot product between the query and each key vector:"
+    "- In the next step, **step 2**, we compute the unnormalized attention scores by computing the dot product between the query and each key vector:"
    ]
   },
   {