diff --git a/README.md b/README.md
index bb61a35..2dbd06f 100644
--- a/README.md
+++ b/README.md
@@ -9,7 +9,12 @@ Install using
 pip install git+https://github.com/wassname/activation_store.git
 ```
 
-Example
+
+## Examples
+
+Full examples can be found in the [nbs folder](./nbs).
+
+
 ```py
 layer_groups = {'mlp.down_proj': [
   'model.layers.21.mlp.down_proj',
@@ -47,9 +52,6 @@ git clone https//github.com/wassname/activation_store.git
 uv sync
 ```
 
-see examples in `nbs` folder.
-
-
 ## TODO:
 
 - [x] test compression: it's not worth the [complexity](https://github.com/EleutherAI/elk/blob/84e99a36a5050881d85f1510a2486ce46ac1f942/elk/extraction/extraction.py#L382)