diff --git a/unsloth/models/gemma.py b/unsloth/models/gemma.py
index 97528ebbce..aa87d846b0 100644
--- a/unsloth/models/gemma.py
+++ b/unsloth/models/gemma.py
@@ -72,12 +72,15 @@ class FastGemmaRotaryEmbedding(torch.nn.Module):
             self.inv_freq = 1.0 / (
                 self.base ** (torch.arange(0, self.dim, 2, dtype=torch.int64, device=x.device).float() / self.dim)
             )
-        print(position_ids)
 
-        inv_freq_expanded = self.inv_freq[None, :, None].float().expand(position_ids.shape[0], -1, 1)
-        position_ids_expanded = position_ids[:, None, :].float()
-        freqs = (inv_freq_expanded @ position_ids_expanded).transpose(1, 2)
+        t = torch.arange(self.max_position_embeddings, device="cpu", dtype=torch.int64).float()
+        freqs = torch.outer(t, self.inv_freq)
         emb = torch.cat((freqs, freqs), dim=-1)
+
+        # inv_freq_expanded = self.inv_freq[None, :, None].float().expand(position_ids.shape[0], -1, 1)
+        # position_ids_expanded = position_ids[:, None, :].float()
+        # freqs = (inv_freq_expanded @ position_ids_expanded).transpose(1, 2)
+        # emb = torch.cat((freqs, freqs), dim=-1)
         return emb.cos().to(dtype=x.dtype), emb.sin().to(dtype=x.dtype)
 pass