diff --git a/prototorch/core/transforms.py b/prototorch/core/transforms.py
index 04901cd..35ea85b 100644
--- a/prototorch/core/transforms.py
+++ b/prototorch/core/transforms.py
@@ -38,6 +38,9 @@ class LinearTransform(torch.nn.Module):
     def forward(self, x):
         return x @ self._weights
 
+    def extra_repr(self):
+        return f"weights: (shape: {tuple(self._weights.shape)})"
+
 
 # Aliases
 Omega = LinearTransform