diff --git a/test/e2e/framework/internal/unittests/bugs/bugs.go b/test/e2e/framework/internal/unittests/bugs/bugs.go
index 9147db39606..d162ce6b05b 100644
--- a/test/e2e/framework/internal/unittests/bugs/bugs.go
+++ b/test/e2e/framework/internal/unittests/bugs/bugs.go
@@ -122,8 +122,8 @@ ERROR: some/relative/path/buggy.go:200: with spaces
 `
 	// Used by unittests/list-tests. It's sorted by test name, not source code location.
 	ListTestsOutput = `The following spec names can be used with 'ginkgo run --focus/skip':
-    ../bugs/bugs.go:100: [sig-testing] abc   space1 space2  [Feature:no-such-feature] [Feature:feature-foo] [Environment:no-such-env] [Environment:Linux] [FeatureGate:no-such-feature-gate] [Feature:OffByDefault] [FeatureGate:TestAlphaFeature] [Alpha] [Feature:OffByDefault] [FeatureGate:TestBetaFeature] [Beta] [Feature:OffByDefault] [FeatureGate:TestGAFeature] [Feature:OffByDefault] [Conformance] [NodeConformance] [Slow] [Serial] [Disruptive] [custom-label] xyz x [foo] should [bar]
-    ../bugs/bugs.go:95: [sig-testing] abc   space1 space2  [Feature:no-such-feature] [Feature:feature-foo] [Environment:no-such-env] [Environment:Linux] [FeatureGate:no-such-feature-gate] [Feature:OffByDefault] [FeatureGate:TestAlphaFeature] [Alpha] [Feature:OffByDefault] [FeatureGate:TestBetaFeature] [Beta] [Feature:OffByDefault] [FeatureGate:TestGAFeature] [Feature:OffByDefault] [Conformance] [NodeConformance] [Slow] [Serial] [Disruptive] [custom-label] xyz y [foo] should [bar]
+    ../bugs/bugs.go:100: [sig-testing] abc   space1 space2  [Feature:no-such-feature] [Feature:feature-foo] [Environment:no-such-env] [Environment:Linux] [FeatureGate:no-such-feature-gate] [Feature:OffByDefault] [FeatureGate:TestAlphaFeature] [Alpha] [Feature:OffByDefault] [FeatureGate:TestBetaFeature] [Beta] [FeatureGate:TestGAFeature] [Conformance] [NodeConformance] [Slow] [Serial] [Disruptive] [custom-label] xyz x [foo] should [bar]
+    ../bugs/bugs.go:95: [sig-testing] abc   space1 space2  [Feature:no-such-feature] [Feature:feature-foo] [Environment:no-such-env] [Environment:Linux] [FeatureGate:no-such-feature-gate] [Feature:OffByDefault] [FeatureGate:TestAlphaFeature] [Alpha] [Feature:OffByDefault] [FeatureGate:TestBetaFeature] [Beta] [FeatureGate:TestGAFeature] [Conformance] [NodeConformance] [Slow] [Serial] [Disruptive] [custom-label] xyz y [foo] should [bar]
 
 `
 
diff --git a/test/e2e/framework/internal/unittests/bugs/features/features.go b/test/e2e/framework/internal/unittests/bugs/features/features.go
index 3cd32d262cd..7b789e69ddb 100644
--- a/test/e2e/framework/internal/unittests/bugs/features/features.go
+++ b/test/e2e/framework/internal/unittests/bugs/features/features.go
@@ -18,6 +18,7 @@ package features
 
 import (
 	"k8s.io/apimachinery/pkg/util/runtime"
+	"k8s.io/apimachinery/pkg/util/version"
 	utilfeature "k8s.io/apiserver/pkg/util/feature"
 	"k8s.io/component-base/featuregate"
 )
@@ -29,11 +30,20 @@ const (
 )
 
 func init() {
-	runtime.Must(utilfeature.DefaultMutableFeatureGate.Add(testFeatureGates)) //nolint:forbidigo // Part of a unit test.
+	runtime.Must(utilfeature.DefaultMutableFeatureGate.AddVersioned(testFeatureGates))
 }
 
-var testFeatureGates = map[featuregate.Feature]featuregate.FeatureSpec{
-	Alpha: {PreRelease: featuregate.Alpha},
-	Beta:  {PreRelease: featuregate.Beta},
-	GA:    {PreRelease: featuregate.GA},
+var testFeatureGates = map[featuregate.Feature]featuregate.VersionedSpecs{
+	Alpha: {
+		{Version: version.MustParse("1.27"), Default: false, PreRelease: featuregate.Alpha},
+	},
+	Beta: {
+		{Version: version.MustParse("1.27"), Default: false, PreRelease: featuregate.Alpha},
+		{Version: version.MustParse("1.28"), Default: true, PreRelease: featuregate.Beta},
+	},
+	GA: {
+		{Version: version.MustParse("1.27"), Default: false, PreRelease: featuregate.Alpha},
+		{Version: version.MustParse("1.28"), Default: true, PreRelease: featuregate.Beta},
+		{Version: version.MustParse("1.30"), Default: true, PreRelease: featuregate.GA, LockToDefault: true},
+	},
 }
diff --git a/test/e2e/framework/internal/unittests/features/kube_features.go b/test/e2e/framework/internal/unittests/features/kube_features.go
index 2a3ec92504c..621672775a8 100644
--- a/test/e2e/framework/internal/unittests/features/kube_features.go
+++ b/test/e2e/framework/internal/unittests/features/kube_features.go
@@ -18,6 +18,7 @@ package features
 
 import (
 	"k8s.io/apimachinery/pkg/util/runtime"
+	"k8s.io/apimachinery/pkg/util/version"
 	utilfeature "k8s.io/apiserver/pkg/util/feature"
 	"k8s.io/component-base/featuregate"
 )
@@ -27,9 +28,12 @@ const (
 )
 
 func init() {
-	runtime.Must(utilfeature.DefaultMutableFeatureGate.Add(defaultKubernetesFeatureGates)) //nolint:forbidigo // Part of a unit test.
+	runtime.Must(utilfeature.DefaultMutableFeatureGate.AddVersioned(defaultVersionedKubernetesFeatureGates))
 }
 
-var defaultKubernetesFeatureGates = map[featuregate.Feature]featuregate.FeatureSpec{
-	Test: {Default: false, PreRelease: featuregate.Alpha},
+var defaultVersionedKubernetesFeatureGates = map[featuregate.Feature]featuregate.VersionedSpecs{
+	Test: {
+		{Version: version.MustParse("1.27"), Default: false, PreRelease: featuregate.Alpha},
+		{Version: version.MustParse("1.28"), Default: true, PreRelease: featuregate.Beta},
+	},
 }