diff --git a/brainscore_language/models/gpt/__init__.py b/brainscore_language/models/gpt/__init__.py
index f75d9d10..0f91881c 100644
--- a/brainscore_language/models/gpt/__init__.py
+++ b/brainscore_language/models/gpt/__init__.py
@@ -11,6 +11,9 @@
 model_registry['gpt2-xl'] = lambda: HuggingfaceSubject(model_id='gpt2-xl', region_layer_mapping={
     ArtificialSubject.RecordingTarget.language_system: 'transformer.h.43'})
 
+model_registry['gpt2-large'] = lambda: HuggingfaceSubject(model_id='gpt2-large', region_layer_mapping={
+    ArtificialSubject.RecordingTarget.language_system: 'transformer.h.33'})
+
 model_registry['gpt-neo-2.7B'] = lambda: HuggingfaceSubject(model_id='EleutherAI/gpt-neo-2.7B', region_layer_mapping={
     ArtificialSubject.RecordingTarget.language_system: 'transformer.h.31'})