diff --git a/vllm/attention/backends/mla/common.py b/vllm/attention/backends/mla/common.py
index 8184b0732..109e8496f 100644
--- a/vllm/attention/backends/mla/common.py
+++ b/vllm/attention/backends/mla/common.py
@@ -1308,7 +1308,7 @@ class MLACommonImpl(MLAAttentionImpl[T], Generic[T]):
             )
 
             kv_c_normed = workspace[:toks]\
-                [..., :self.kv_lora_rank].unsqueeze(1)
+                [..., :self.kv_lora_rank]
             k_pe = workspace[:toks]\
                 [..., self.kv_lora_rank:].unsqueeze(1)
 
diff --git a/vllm/v1/attention/backends/mla/common.py b/vllm/v1/attention/backends/mla/common.py
index c98262eea..0b55854de 100644
--- a/vllm/v1/attention/backends/mla/common.py
+++ b/vllm/v1/attention/backends/mla/common.py
@@ -874,7 +874,7 @@ class MLACommonImpl(MLAAttentionImpl[M], Generic[M]):
             )
 
             kv_c_normed = workspace[:toks]\
-                [..., :self.kv_lora_rank].unsqueeze(1)
+                [..., :self.kv_lora_rank]
             k_pe = workspace[:toks]\
                 [..., self.kv_lora_rank:].unsqueeze(1)