diff --git a/django_fsm/management/commands/graph_transitions.py b/django_fsm/management/commands/graph_transitions.py
index ef8a5e0..8f50913 100644
--- a/django_fsm/management/commands/graph_transitions.py
+++ b/django_fsm/management/commands/graph_transitions.py
@@ -21,12 +21,10 @@ def node_name(field, state) -> str:
     return "{}.{}.{}.{}".format(opts.app_label, opts.verbose_name.replace(" ", "_"), field.name, state)
 
 
-def node_label(field, state) -> str:
-    if isinstance(state, int):
-        return str(state)
-    if isinstance(state, bool) and hasattr(field, "choices"):
-        return force_str(dict(field.choices).get(state))
-    return state
+def node_label(field, state: str | None) -> str:
+    if isinstance(state, (int, bool)) and hasattr(field, "choices") and field.choices:
+        state = dict(field.choices).get(state)
+    return force_str(state)
 
 
 def generate_dot(fields_data, ignore_transitions: list[str] | None = None):  # noqa: C901, PLR0912
diff --git a/tests/testapp/models.py b/tests/testapp/models.py
index c012e90..0d5d216 100644
--- a/tests/testapp/models.py
+++ b/tests/testapp/models.py
@@ -170,12 +170,23 @@ def on_error(self):
         pass
 
 
+class BlogPostState(models.IntegerChoices):
+    NEW = 0, "New"
+    PUBLISHED = 1, "Published"
+    HIDDEN = 2, "Hidden"
+    REMOVED = 3, "Removed"
+    RESTORED = 4, "Restored"
+    MODERATED = 5, "Moderated"
+    STOLEN = 6, "Stolen"
+    FAILED = 7, "Failed"
+
+
 class BlogPost(models.Model):
     """
     Test workflow
     """
 
-    state = FSMField(default="new", protected=True)
+    state = FSMField(choices=BlogPostState.choices, default=BlogPostState.NEW, protected=True)
 
     class Meta:
         permissions = [
@@ -186,41 +197,53 @@ class Meta:
     def can_restore(self, user):
         return user.is_superuser or user.is_staff
 
-    @transition(field=state, source="new", target="published", on_error="failed", permission="testapp.can_publish_post")
+    @transition(
+        field=state,
+        source=BlogPostState.NEW,
+        target=BlogPostState.PUBLISHED,
+        on_error=BlogPostState.FAILED,
+        permission="testapp.can_publish_post",
+    )
     def publish(self):
         pass
 
-    @transition(field=state, source="published")
+    @transition(field=state, source=BlogPostState.PUBLISHED)
     def notify_all(self):
         pass
 
     @transition(
         field=state,
-        source="published",
-        target="hidden",
-        on_error="failed",
+        source=BlogPostState.PUBLISHED,
+        target=BlogPostState.HIDDEN,
+        on_error=BlogPostState.FAILED,
     )
     def hide(self):
         pass
 
     @transition(
         field=state,
-        source="new",
-        target="removed",
-        on_error="failed",
+        source=BlogPostState.NEW,
+        target=BlogPostState.REMOVED,
+        on_error=BlogPostState.FAILED,
         permission=lambda _, u: u.has_perm("testapp.can_remove_post"),
     )
     def remove(self):
         raise Exception(f"No rights to delete {self}")
 
-    @transition(field=state, source="new", target="restored", on_error="failed", permission=can_restore)
+    @transition(
+        field=state,
+        source=BlogPostState.NEW,
+        target=BlogPostState.RESTORED,
+        on_error=BlogPostState.FAILED,
+        permission=can_restore,
+    )
     def restore(self):
         pass
 
-    @transition(field=state, source=["published", "hidden"], target="stolen")
+    @transition(field=state, source=[BlogPostState.PUBLISHED, BlogPostState.HIDDEN], target=BlogPostState.STOLEN)
     def steal(self):
         pass
 
-    @transition(field=state, source="*", target="moderated")
+    @transition(field=state, source="*", target=BlogPostState.MODERATED)
     def moderate(self):
         pass
diff --git a/tests/testapp/tests/test_graph_transitions.py b/tests/testapp/tests/test_graph_transitions.py
index 9c47b12..fe67782 100644
--- a/tests/testapp/tests/test_graph_transitions.py
+++ b/tests/testapp/tests/test_graph_transitions.py
@@ -4,6 +4,9 @@
 from django.test import TestCase
 
 from django_fsm.management.commands.graph_transitions import get_graphviz_layouts
+from django_fsm.management.commands.graph_transitions import node_label
+from tests.testapp.models import BlogPost
+from tests.testapp.models import BlogPostState
 
 
 class GraphTransitionsCommandTest(TestCase):
@@ -12,6 +15,9 @@ class GraphTransitionsCommandTest(TestCase):
         "testapp.FKApplication",
     ]
 
+    def test_node_label(self):
+        assert node_label(BlogPost.state.field, BlogPostState.PUBLISHED.value) == BlogPostState.PUBLISHED.label
+
     def test_app(self):
         call_command("graph_transitions", "testapp")