diff --git a/CHANGELOG.md b/CHANGELOG.md
index 83490a1..d551cf5 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -13,6 +13,7 @@ This project has a published GitHub Release line, but no stable support or API g
 
 ### Fixed
 
+- Scoped governance finding suppression to same-line negation or approval cues so adjacent safe guidance no longer hides unrelated risky instructions.
 - Reject symlinked supported instruction files and harden `init --write` temporary and backup paths against symlink escapes.
 - Report non-UTF-8 supported instruction files as `AIRK-SYS001` findings instead of silently skipping governance analysis.
 - Updated generated `AGENTS.md` baseline content so `init --write` no longer creates instructions that fail the current governance scope or authority check.
diff --git a/docs/RULES.md b/docs/RULES.md
index 1f03ed2..8187717 100644
--- a/docs/RULES.md
+++ b/docs/RULES.md
@@ -37,6 +37,8 @@ Future rule-order changes must remain deterministic, documented, fixture-backed,
 
 ## Rule reference
 
+Line-based suppression is intentionally same-line scoped. Negative or approval language can suppress a trigger on the same line, but nearby guidance does not suppress a separate risky instruction line. This favors visible findings over hiding independent risky instructions.
+
 ### AIRK-SYS001 — Unreadable instruction file
 
 Flags supported instruction files that cannot be analyzed as UTF-8.
diff --git a/src/agent_rules_kit/governance.py b/src/agent_rules_kit/governance.py
index 8a621f0..306e783 100644
--- a/src/agent_rules_kit/governance.py
+++ b/src/agent_rules_kit/governance.py
@@ -303,9 +303,9 @@ def make_context_aware_predicate(
     trigger_patterns: tuple[Pattern[str], ...],
     negation_patterns: tuple[Pattern[str], ...],
     *,
-    context_window: int = 2,
+    context_window: int = 0,
 ) -> ContextPredicate:
-    """Return a predicate that evaluates triggers on one line and negations nearby."""
+    """Return a predicate that evaluates triggers with same-line negation scope."""
 
     def predicate(lines: Sequence[str], index: int) -> bool:
         if index < 0 or index >= len(lines):
diff --git a/tests/test_governance.py b/tests/test_governance.py
index de25e01..a3ceb36 100644
--- a/tests/test_governance.py
+++ b/tests/test_governance.py
@@ -182,7 +182,7 @@ def test_ignores_negative_guidance_about_review_ci_bypass(self) -> None:
 
         self.assertEqual(findings, ())
 
-    def test_ignores_adjacent_negative_guidance_about_review_ci_bypass(self) -> None:
+    def test_reports_adjacent_review_ci_bypass_despite_negative_guidance(self) -> None:
         with tempfile.TemporaryDirectory() as temporary_directory:
             repository = Path(temporary_directory)
             (repository / "AGENTS.md").write_text(
@@ -203,8 +203,9 @@ def test_ignores_adjacent_negative_guidance_about_review_ci_bypass(self) -> None
             instruction_files = discover_instruction_files(repository)
             findings = find_review_ci_bypass_findings(repository, instruction_files)
 
-        self.assertEqual(findings, ())
-
+        self.assertEqual([finding.rule_id for finding in findings], ["AIRK-GOV003"])
+        self.assertEqual([finding.line for finding in findings], [6])
+        self.assertEqual([finding.evidence for finding in findings], ["- Commit directly to main."])
 
     def test_reports_unsafe_command_execution_guidance(self) -> None:
         with tempfile.TemporaryDirectory() as temporary_directory:
@@ -342,7 +343,7 @@ def test_reports_gold_runtime_api_phrase_variants(self) -> None:
         self.assertEqual([finding.line for finding in findings], [5, 6, 7, 8, 9, 10])
         self.assertEqual([finding.path for finding in findings], ["AGENTS.md"] * 6)
 
-    def test_ignores_adjacent_negative_runtime_api_requirement_guidance(self) -> None:
+    def test_reports_adjacent_runtime_api_requirement_despite_negative_guidance(self) -> None:
         with tempfile.TemporaryDirectory() as temporary_directory:
             repository = Path(temporary_directory)
             (repository / "AGENTS.md").write_text(
@@ -363,8 +364,12 @@ def test_ignores_adjacent_negative_runtime_api_requirement_guidance(self) -> Non
             instruction_files = discover_instruction_files(repository)
             findings = find_runtime_network_llm_dependency_findings(repository, instruction_files)
 
-        self.assertEqual(findings, ())
-
+        self.assertEqual([finding.rule_id for finding in findings], ["AIRK-GOV005"])
+        self.assertEqual([finding.line for finding in findings], [6])
+        self.assertEqual(
+            [finding.evidence for finding in findings],
+            ["- This check requires the OpenAI API."],
+        )
 
     def test_ignores_safe_or_human_reviewed_network_llm_guidance(self) -> None:
         with tempfile.TemporaryDirectory() as temporary_directory:
@@ -394,7 +399,7 @@ def test_ignores_safe_or_human_reviewed_network_llm_guidance(self) -> None:
 
         self.assertEqual(findings, ())
 
-    def test_ignores_adjacent_negative_guidance_about_runtime_network_llm(self) -> None:
+    def test_reports_adjacent_runtime_network_llm_despite_negative_guidance(self) -> None:
         with tempfile.TemporaryDirectory() as temporary_directory:
             repository = Path(temporary_directory)
             (repository / "AGENTS.md").write_text(
@@ -415,8 +420,12 @@ def test_ignores_adjacent_negative_guidance_about_runtime_network_llm(self) -> N
             instruction_files = discover_instruction_files(repository)
             findings = find_runtime_network_llm_dependency_findings(repository, instruction_files)
 
-        self.assertEqual(findings, ())
-
+        self.assertEqual([finding.rule_id for finding in findings], ["AIRK-GOV005"])
+        self.assertEqual([finding.line for finding in findings], [6])
+        self.assertEqual(
+            [finding.evidence for finding in findings],
+            ["- The check command must call an LLM API to audit the repository."],
+        )
 
     def test_reports_missing_secret_handling_boundary(self) -> None:
         with tempfile.TemporaryDirectory() as temporary_directory: