diff --git a/vllm/entrypoints/context.py b/vllm/entrypoints/context.py
index 58d57905c68a..c9bece08f188 100644
--- a/vllm/entrypoints/context.py
+++ b/vllm/entrypoints/context.py
@@ -824,6 +824,7 @@ def __init__(self, *args, **kwargs):
         self.encoding = get_encoding()
         self.last_tok = None
         self.first_tok_of_message = True
+        self.last_content_delta = None
 
     @property
     def messages(self) -> list:
@@ -832,6 +833,7 @@ def messages(self) -> list:
     def append_output(self, output: RequestOutput) -> None:
         # append_output is called for each output token in streaming case,
         # so we only want to add the prompt tokens once for each message.
+        self.last_content_delta = None
         if self.first_tok_of_message:
             self._update_prefill_token_usage(output)
         # Reset self.first_tok_of_message if needed:
@@ -839,8 +841,12 @@ def append_output(self, output: RequestOutput) -> None:
         # (finished=True), then the next token processed will mark the
         # beginning of a new message
         self.first_tok_of_message = output.finished
+        last_delta_text = ""
         for tok in output.outputs[0].token_ids:
             self.parser.process(tok)
+            last_delta_text += self.parser.last_content_delta or ""
+        if last_delta_text:
+            self.last_content_delta = last_delta_text
         self._update_decode_token_usage(output)
 
         # For streaming, update previous turn when message is complete
diff --git a/vllm/entrypoints/openai/serving_responses.py b/vllm/entrypoints/openai/serving_responses.py
index c574ae4d30de..2ff69a5d7bda 100644
--- a/vllm/entrypoints/openai/serving_responses.py
+++ b/vllm/entrypoints/openai/serving_responses.py
@@ -1811,7 +1811,7 @@ def _emit_final_channel_delta_events(
                 content_index=state.current_content_index,
                 output_index=state.current_output_index,
                 item_id=state.current_item_id,
-                delta=ctx.parser.last_content_delta,
+                delta=ctx.last_content_delta,
                 # TODO, use logprobs from ctx.last_request_output
                 logprobs=[],
             )
@@ -1861,7 +1861,7 @@ def _emit_analysis_channel_delta_events(
                 item_id=state.current_item_id,
                 output_index=state.current_output_index,
                 content_index=state.current_content_index,
-                delta=ctx.parser.last_content_delta,
+                delta=ctx.last_content_delta,
                 sequence_number=-1,
             )
         )
@@ -1908,7 +1908,7 @@ def _emit_mcp_tool_delta_events(
                 sequence_number=-1,
                 output_index=state.current_output_index,
                 item_id=state.current_item_id,
-                delta=ctx.parser.last_content_delta,
+                delta=ctx.last_content_delta,
             )
         )
         return events
@@ -1952,7 +1952,7 @@ def _emit_code_interpreter_delta_events(
                 sequence_number=-1,
                 output_index=state.current_output_index,
                 item_id=state.current_item_id,
-                delta=ctx.parser.last_content_delta,
+                delta=ctx.last_content_delta,
             )
         )
         return events
@@ -1999,7 +1999,7 @@ def _emit_mcp_prefix_delta_events(
                 sequence_number=-1,
                 output_index=state.current_output_index,
                 item_id=state.current_item_id,
-                delta=ctx.parser.last_content_delta,
+                delta=ctx.last_content_delta,
             )
         )
         return events
@@ -2010,7 +2010,7 @@ def _emit_content_delta_events(
         state: HarmonyStreamingState,
     ) -> list[StreamingResponsesResponse]:
         """Emit events for content delta streaming based on channel type."""
-        if not ctx.parser.last_content_delta:
+        if not ctx.last_content_delta:
             return []
 
         if (
@@ -2364,7 +2364,7 @@ def _emit_function_call_delta_events(
         events.append(
             ResponseFunctionCallArgumentsDeltaEvent(
                 item_id=state.current_item_id,
-                delta=ctx.parser.last_content_delta,
+                delta=ctx.last_content_delta,
                 output_index=state.current_output_index,
                 sequence_number=-1,
                 type="response.function_call_arguments.delta",