diff --git a/pages/attribute-editor/form-field-label.page.tsx b/pages/attribute-editor/form-field-label.page.tsx
new file mode 100644
index 0000000000..3d172b76e9
--- /dev/null
+++ b/pages/attribute-editor/form-field-label.page.tsx
@@ -0,0 +1,82 @@
+// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+// SPDX-License-Identifier: Apache-2.0
+import React, { useState, useCallback, useMemo } from 'react';
+import AttributeEditor, { AttributeEditorProps } from '~components/attribute-editor';
+import { Box, FormField, Input, InputProps, NonCancelableCustomEvent } from '~components';
+
+interface Tag {
+  key?: string;
+  value?: string;
+}
+
+interface ControlProps extends InputProps {
+  index: number;
+  setItems?: any;
+  prop: keyof Tag;
+}
+
+const i18nStrings = {
+  addButtonText: 'Add new user',
+  removeButtonText: 'Remove',
+  empty: 'No secondary owners assigned to this resource.',
+};
+
+const Control = React.memo(({ value, index, setItems, prop }: ControlProps) => {
+  return (
+    <Input
+      value={value}
+      ariaLabel="Secondary owner username"
+      ariaLabelledby=""
+      onChange={({ detail }) => {
+        setItems((items: any) => {
+          const updatedItems = [...items];
+          updatedItems[index] = { ...updatedItems[index], [prop]: detail.value };
+          return updatedItems;
+        });
+      }}
+    />
+  );
+});
+
+export default function AttributeEditorPage() {
+  const [items, setItems] = useState<Tag[]>([{ key: '' }]);
+
+  const definition: AttributeEditorProps.FieldDefinition<Tag>[] = useMemo(
+    () => [
+      {
+        control: ({ key = '' }, itemIndex) => <Control prop="key" value={key} index={itemIndex} setItems={setItems} />,
+      },
+    ],
+    []
+  );
+
+  const onAddButtonClick = useCallback(() => {
+    setItems(items => [...items, {}]);
+  }, []);
+
+  const onRemoveButtonClick = useCallback(
+    ({ detail: { itemIndex } }: NonCancelableCustomEvent<AttributeEditorProps.RemoveButtonClickDetail>) => {
+      setItems(items => {
+        const newItems = items.slice();
+        newItems.splice(itemIndex, 1);
+        return newItems;
+      });
+    },
+    []
+  );
+
+  return (
+    <Box margin="xl">
+      <h1>Attribute Editor - Using a form field label</h1>
+      <FormField label="Secondary owners" description="Secondary owners can edit this profile.">
+        <AttributeEditor
+          {...i18nStrings}
+          items={items}
+          definition={definition}
+          onAddButtonClick={onAddButtonClick}
+          onRemoveButtonClick={onRemoveButtonClick}
+        />
+      </FormField>
+    </Box>
+  );
+}
diff --git a/src/attribute-editor/row.tsx b/src/attribute-editor/row.tsx
index 19a26c9f17..ef18dfea69 100644
--- a/src/attribute-editor/row.tsx
+++ b/src/attribute-editor/row.tsx
@@ -88,7 +88,11 @@ export const Row = React.memo(
               ))}
             </InternalColumnLayout>
             {removable && (
-              <ButtonContainer index={index} isNarrowViewport={isNarrowViewport}>
+              <ButtonContainer
+                index={index}
+                isNarrowViewport={isNarrowViewport}
+                hasLabel={definition.some(row => row.label)}
+              >
                 <InternalButton
                   className={styles['remove-button']}
                   formAction="none"
@@ -113,12 +117,14 @@ interface ButtonContainer {
   index: number;
   children: React.ReactNode;
   isNarrowViewport: boolean;
+  hasLabel: boolean;
 }
 
-const ButtonContainer = ({ index, children, isNarrowViewport }: ButtonContainer) => (
+const ButtonContainer = ({ index, children, isNarrowViewport, hasLabel }: ButtonContainer) => (
   <div
     className={clsx({
-      [styles['button-container']]: !isNarrowViewport && index === 0,
+      [styles['button-container-haslabel']]: !isNarrowViewport && index === 0 && hasLabel,
+      [styles['button-container-nolabel']]: !isNarrowViewport && index === 0 && !hasLabel,
       [styles['right-align']]: isNarrowViewport,
     })}
   >
diff --git a/src/attribute-editor/styles.scss b/src/attribute-editor/styles.scss
index dfb8960620..8b2f097c59 100644
--- a/src/attribute-editor/styles.scss
+++ b/src/attribute-editor/styles.scss
@@ -37,7 +37,7 @@
   /* used in test-utils */
 }
 
-.button-container {
+.button-container-haslabel {
   // We only support vertical alignment of the remove button for labels with exactly one line.
   // The value is calculated as follows:
   // padding-top = awsui-form-field-controls: 4px +
@@ -45,6 +45,10 @@
   padding-top: calc(#{awsui.$space-xxs} + #{awsui.$font-body-m-line-height});
 }
 
+.button-container-nolabel {
+  padding-top: #{awsui.$space-xxs};
+}
+
 .divider {
   border-bottom: awsui.$border-divider-section-width solid awsui.$color-border-divider-default;
 }