diff --git a/pyvene/models/intervenable_base.py b/pyvene/models/intervenable_base.py
index d5712765..6bbd2c1c 100644
--- a/pyvene/models/intervenable_base.py
+++ b/pyvene/models/intervenable_base.py
@@ -310,7 +310,7 @@ def named_parameters(self, recurse=True):
             if isinstance(v[0], TrainableIntervention):
                 ret_params += [(k + '.' + n, p) for n, p in v[0].named_parameters()]
         return ret_params
-
+    
     def get_cached_activations(self):
         """
         Return the cached activations with keys
@@ -399,6 +399,14 @@ def set_zero_grad(self):
             if isinstance(v[0], TrainableIntervention):
                 v[0].zero_grad()
 
+    def zero_grad(self):
+        """
+        The above, but for HuggingFace.
+        """
+        for k, v in self.interventions.items():
+            if isinstance(v[0], TrainableIntervention):
+                v[0].zero_grad()
+    
     def save(
         self, save_directory, save_to_hf_hub=False, hf_repo_name="my-awesome-model"
     ):