diff --git a/ghost/admin/app/components/gh-members-segment-select.js b/ghost/admin/app/components/gh-members-segment-select.js
index bacdeb4185..a85365cf6e 100644
--- a/ghost/admin/app/components/gh-members-segment-select.js
+++ b/ghost/admin/app/components/gh-members-segment-select.js
@@ -73,7 +73,7 @@ export default class GhMembersSegmentSelect extends Component {
         // TODO: add `include: 'count.members` to query once API is fixed
         const labels = yield this.store.query('label', {limit: 'all'});
 
-        if (labels.length > 0) {
+        if (labels.length > 0 && !this.args.hideLabels) {
             const labelsGroup = {
                 groupName: 'Labels',
                 options: []
diff --git a/ghost/admin/app/components/gh-post-settings-menu-labs.hbs b/ghost/admin/app/components/gh-post-settings-menu-labs.hbs
index efd446283c..71552acc1b 100644
--- a/ghost/admin/app/components/gh-post-settings-menu-labs.hbs
+++ b/ghost/admin/app/components/gh-post-settings-menu-labs.hbs
@@ -101,6 +101,7 @@
                                     <div class="gh-radio-label">Members-only</div>
                                     <div class="gh-radio-desc">
                                         <GhMembersSegmentSelect
+                                            @hideLabels={{true}}
                                             @segment={{this.post.visibilitySegment}}
                                             @onChange={{action "setVisibility"}}
                                             @renderInPlace={{true}}
diff --git a/ghost/admin/app/components/gh-post-settings-menu.hbs b/ghost/admin/app/components/gh-post-settings-menu.hbs
index 897b79c798..b0741e313b 100644
--- a/ghost/admin/app/components/gh-post-settings-menu.hbs
+++ b/ghost/admin/app/components/gh-post-settings-menu.hbs
@@ -100,6 +100,7 @@
                                     <div class="gh-radio-label">Members-only</div>
                                     <div class="gh-radio-desc">
                                         <GhMembersSegmentSelect
+                                            @hideLabels={{true}}
                                             @segment={{this.post.visibilitySegment}}
                                             @onChange={{action "setVisibility"}}
                                             @renderInPlace={{true}}