diff --git a/src/heretic/model.py b/src/heretic/model.py
index c751c99..0511d3b 100644
--- a/src/heretic/model.py
+++ b/src/heretic/model.py
@@ -151,10 +151,14 @@ class Model:
 
         print(f"* Transformer model with [bold]{len(self.get_layers())}[/] layers")
         print("* Abliterable components:")
-        for component, modules in self.get_layer_modules(0).items():
-            print(
-                f"  * [bold]{component}[/]: [bold]{len(modules)}[/] modules per layer"
-            )
+        all_components = {}
+        for layer_index in range(len(self.get_layers())):
+            for component, modules in self.get_layer_modules(layer_index).items():
+                if component not in all_components:
+                    all_components[component] = 0
+                all_components[component] += len(modules)
+        for component, count in all_components.items():
+            print(f"  * [bold]{component}[/]: [bold]{count}[/] modules total")
 
     def _apply_lora(self):
         # Guard against calling this method at the wrong time.