diff --git a/pkg/features/kube_features.go b/pkg/features/kube_features.go
index e4c6a252eb1..2cb339f8d55 100644
--- a/pkg/features/kube_features.go
+++ b/pkg/features/kube_features.go
@@ -215,15 +215,6 @@ const (
 	// DaemonSets allow workloads to maintain availability during update per node
 	DaemonSetUpdateSurge featuregate.Feature = "DaemonSetUpdateSurge"
 
-	// owner: @alculquicondor
-	// alpha: v1.19
-	// beta: v1.20
-	// GA: v1.24
-	//
-	// Enables the use of PodTopologySpread scheduling plugin to do default
-	// spreading and disables legacy SelectorSpread plugin.
-	DefaultPodTopologySpread featuregate.Feature = "DefaultPodTopologySpread"
-
 	// owner: @gnufied, @verult
 	// alpha: v1.22
 	// beta: v1.23
@@ -609,22 +600,6 @@ const (
 	// Permits kubelet to run with swap enabled
 	NodeSwap featuregate.Feature = "NodeSwap"
 
-	// owner: @denkensk
-	// alpha: v1.15
-	// beta: v1.19
-	// ga: v1.24
-	//
-	// Enables NonPreempting option for priorityClass and pod.
-	NonPreemptingPriority featuregate.Feature = "NonPreemptingPriority"
-
-	// owner: @ahg-g
-	// alpha: v1.21
-	// beta: v1.22
-	// GA: v1.24
-	//
-	// Allow specifying NamespaceSelector in PodAffinityTerm.
-	PodAffinityNamespaceSelector featuregate.Feature = "PodAffinityNamespaceSelector"
-
 	// owner: @haircommander
 	// kep: http://kep.k8s.io/2364
 	// alpha: v1.23
@@ -671,18 +646,6 @@ const (
 	// Enables the PodSecurity admission plugin
 	PodSecurity featuregate.Feature = "PodSecurity"
 
-	// owner: @chendave
-	// alpha: v1.21
-	// beta: v1.22
-	// GA: v1.24
-	//
-	// PreferNominatedNode tells scheduler whether the nominated node will be checked first before looping
-	// all the rest of nodes in the cluster.
-	// Enabling this feature also implies the preemptor pod might not be dispatched to the best candidate in
-	// some corner case, e.g. another node releases enough resources after the nominated node has been set
-	// and hence is the best candidate instead.
-	PreferNominatedNode featuregate.Feature = "PreferNominatedNode"
-
 	// owner: @ehashman
 	// alpha: v1.21
 	// beta: v1.22
@@ -930,8 +893,6 @@ var defaultKubernetesFeatureGates = map[featuregate.Feature]featuregate.FeatureS
 
 	DaemonSetUpdateSurge: {Default: true, PreRelease: featuregate.GA, LockToDefault: true}, // remove in 1.27
 
-	DefaultPodTopologySpread: {Default: true, PreRelease: featuregate.GA, LockToDefault: true}, // remove in 1.26
-
 	DelegateFSGroupToCSIDriver: {Default: true, PreRelease: featuregate.Beta},
 
 	DevicePlugins: {Default: true, PreRelease: featuregate.Beta},
@@ -1040,10 +1001,6 @@ var defaultKubernetesFeatureGates = map[featuregate.Feature]featuregate.FeatureS
 
 	NodeSwap: {Default: false, PreRelease: featuregate.Alpha},
 
-	NonPreemptingPriority: {Default: true, PreRelease: featuregate.GA, LockToDefault: true}, // remove in 1.26
-
-	PodAffinityNamespaceSelector: {Default: true, PreRelease: featuregate.GA, LockToDefault: true}, // remove in 1.26
-
 	PodAndContainerStatsFromCRI: {Default: false, PreRelease: featuregate.Alpha},
 
 	PodDeletionCost: {Default: true, PreRelease: featuregate.Beta},
@@ -1056,8 +1013,6 @@ var defaultKubernetesFeatureGates = map[featuregate.Feature]featuregate.FeatureS
 
 	PodSecurity: {Default: true, PreRelease: featuregate.GA, LockToDefault: true},
 
-	PreferNominatedNode: {Default: true, PreRelease: featuregate.GA, LockToDefault: true}, // remove in 1.26
-
 	ProbeTerminationGracePeriod: {Default: true, PreRelease: featuregate.Beta}, // Default to true in beta 1.25
 
 	ProcMountType: {Default: false, PreRelease: featuregate.Alpha},