diff --git a/packages/components/CHANGELOG.md b/packages/components/CHANGELOG.md
index 205749b3336bb5..fa2e6ac57d1769 100644
--- a/packages/components/CHANGELOG.md
+++ b/packages/components/CHANGELOG.md
@@ -7,7 +7,9 @@
 -   Replaced `classnames` package with the faster and smaller `clsx` package ([#61138](https://github.com/WordPress/gutenberg/pull/61138)).
 
 ### Enhancements
+
 -   `PaletteEdit`: Use consistent spacing and metrics. ([#61368](https://github.com/WordPress/gutenberg/pull/61368)).
+-   `FormTokenField`: Hide label when not defined ([#61336](https://github.com/WordPress/gutenberg/pull/61336)).
 
 ## 27.5.0 (2024-05-02)
 
diff --git a/packages/components/src/form-token-field/index.tsx b/packages/components/src/form-token-field/index.tsx
index c7ec536e90effc..d89080b4410c41 100644
--- a/packages/components/src/form-token-field/index.tsx
+++ b/packages/components/src/form-token-field/index.tsx
@@ -694,12 +694,14 @@ export function FormTokenField( props: FormTokenFieldProps ) {
 	/* eslint-disable jsx-a11y/no-static-element-interactions */
 	return (
 		<div { ...tokenFieldProps }>
-			<StyledLabel
-				htmlFor={ `components-form-token-input-${ instanceId }` }
-				className="components-form-token-field__label"
-			>
-				{ label }
-			</StyledLabel>
+			{ label && (
+				<StyledLabel
+					htmlFor={ `components-form-token-input-${ instanceId }` }
+					className="components-form-token-field__label"
+				>
+					{ label }
+				</StyledLabel>
+			) }
 			<div
 				ref={ tokensAndInput }
 				className={ classes }