diff --git a/README.md b/README.md
index 61c89f83..19b289af 100644
--- a/README.md
+++ b/README.md
@@ -59,7 +59,7 @@ Users are enouraged to submit [issues](https://github.com/paperwm/PaperWM/issues
 
 Most functionality is available using a mouse, eg. activating a window at the edge of the monitor by clicking on it. Wayland support gestures (See the [Touchpad Gestures](#touchpad-gestures) section). PaperWM is designed to work work well with keyboard + mouse, trackpads etc.
 
-Most keybindings start with the <kbd>Super</kbd> modifier (by default), which is usually the Windows key, or on mac keyboards it's the Command key. It's possible to modify the keyboard layout so that <kbd>Super</kbd> is switched with <kbd>Alt</kbd> making all the keybindings easier to reach. This can be done through Gnome Tweaks under `Keybard & Mouse` ⟶ `Additional Layout Options` ⟶ `Alt/Win key behavior` ⟶ `Left Alt is swapped with Left Win`.
+Most keybindings start with the <kbd>Super</kbd> modifier (by default), which is usually the Windows key, or on mac keyboards it's the Command key. It's possible to modify the keyboard layout so that <kbd>Super</kbd> is switched with <kbd>Alt</kbd> making all the keybindings easier to reach. This can be done through Gnome Tweaks under `Keyboard & Mouse` ⟶ `Additional Layout Options` ⟶ `Alt/Win key behavior` ⟶ `Left Alt is swapped with Left Win`.
 
 Most keybindings will grab the keyboard while <kbd>Super</kbd> is held down, only switching focus when <kbd>Super</kbd> is released. <kbd>Escape</kbd> will abort the navigation taking you back to the previously active window.
 
diff --git a/keybindings.js b/keybindings.js
index f3d14d42..efe18151 100644
--- a/keybindings.js
+++ b/keybindings.js
@@ -300,7 +300,15 @@ export function setupActions(settings) {
         Meta.KeyBindingFlags.PER_WINDOW);
 
     registerPaperAction("center-horizontally",
-        Tiling.centerWindowHorizontally,
+        (mw, _space) => Tiling.centerWindow(mw, true, false),
+        Meta.KeyBindingFlags.PER_WINDOW);
+
+    registerPaperAction("center-vertically",
+        (mw, _space) => Tiling.centerWindow(mw, false, true),
+        Meta.KeyBindingFlags.PER_WINDOW);
+
+    registerPaperAction("center",
+        (mw, _space) => Tiling.centerWindow(mw, true, true),
         Meta.KeyBindingFlags.PER_WINDOW);
 
     registerPaperAction('new-window',
diff --git a/metadata.json b/metadata.json
index a5fa59ee..a3316e8d 100644
--- a/metadata.json
+++ b/metadata.json
@@ -5,7 +5,7 @@
   "url": "https://github.com/paperwm/PaperWM",
   "settings-schema": "org.gnome.shell.extensions.paperwm",
   "shell-version": [ "45", "46" ],
-  "version-name": "46.15.1",
+  "version-name": "46.16.0",
   "donations": {
     "buymeacoffee": "jaytaala",
     "patreon": "valpackett"
diff --git a/prefsKeybinding.js b/prefsKeybinding.js
index 988c52df..c74d5362 100644
--- a/prefsKeybinding.js
+++ b/prefsKeybinding.js
@@ -73,6 +73,8 @@ const actions = {
         'barf-out',
         'barf-out-active',
         'center-horizontally',
+        'center-vertically',
+        'center',
         'paper-toggle-fullscreen',
         'toggle-maximize-width',
         'resize-h-inc',
diff --git a/schemas/gschemas.compiled b/schemas/gschemas.compiled
index 24a8efbe..484bc328 100644
Binary files a/schemas/gschemas.compiled and b/schemas/gschemas.compiled differ
diff --git a/schemas/org.gnome.shell.extensions.paperwm.gschema.xml b/schemas/org.gnome.shell.extensions.paperwm.gschema.xml
index 613a160a..d4d5cf3f 100644
--- a/schemas/org.gnome.shell.extensions.paperwm.gschema.xml
+++ b/schemas/org.gnome.shell.extensions.paperwm.gschema.xml
@@ -420,6 +420,16 @@
       <summary>Center window horizontally</summary>
     </key>
 
+    <key type="as" name="center-vertically">
+      <default><![CDATA[['<Super>v']]]></default>
+      <summary>Center window vertically (non-tiled window)</summary>
+    </key>
+
+    <key type="as" name="center">
+      <default><![CDATA[[]]]></default>
+      <summary>Center window</summary>
+    </key>
+
     <key type="as" name="toggle-maximize-width">
       <default><![CDATA[['<Super>f']]]></default>
       <summary>Maximize the width of the active window</summary>
diff --git a/tiling.js b/tiling.js
index a9ac47c6..449ca950 100644
--- a/tiling.js
+++ b/tiling.js
@@ -801,7 +801,7 @@ export class Space extends Array {
         // if only one column on space, then center it
         if (centerIfOne && this.length === 1) {
             const mw = this.getWindows()[0];
-            centerWindowHorizontally(mw);
+            centerWindow(mw);
         }
 
         callback && callback();
@@ -3746,6 +3746,10 @@ export function resizeHandler(metaWindow) {
         // Resizing from within a size-changed signal is troube (#73). Queue instead.
         space.queueLayout(true, { callback, centerIfOne: false });
     }
+
+    if (space.length === 1) {
+        centerWindow(metaWindow);
+    }
 }
 
 /**
@@ -4947,15 +4951,17 @@ function activateWindowAfterRendered(actor, mw) {
 /**
  * Centers the currently selected window.
  */
-export function centerWindowHorizontally(metaWindow) {
+export function centerWindow(metaWindow, horizontal = true, vertical = false) {
     const frame = metaWindow.get_frame_rect();
     const space = spaces.spaceOfWindow(metaWindow);
     const monitor = space.monitor;
     const workArea = space.workArea();
 
-    const targetX = workArea.x + Math.round((workArea.width - frame.width) / 2);
+    const targetX = horizontal ? workArea.x + Math.round((workArea.width - frame.width) / 2) : frame.x;
+    let targetY = vertical ? workArea.y + Math.round((workArea.height - frame.height) / 2) : frame.y;
+    targetY = Math.max(targetY, workArea.y);
     if (space.indexOf(metaWindow) === -1) {
-        Scratch.easeScratch(metaWindow, targetX + monitor.x, frame.y);
+        Scratch.easeScratch(metaWindow, targetX + monitor.x, targetY);
     } else {
         move_to(space, metaWindow, {
             x: targetX,
@@ -5003,7 +5009,7 @@ export function setFocusMode(mode, space) {
             } else {
                 space.unfocusXPosition = workArea.width;
             }
-            centerWindowHorizontally(selectedWin);
+            centerWindow(selectedWin);
         }
         break;
     default: