diff --git a/src/components/image-editor/ImageCanvasSceneStyleControl.test.tsx b/src/components/image-editor/ImageCanvasSceneStyleControl.test.tsx
new file mode 100644
index 000000000..e657076fe
--- /dev/null
+++ b/src/components/image-editor/ImageCanvasSceneStyleControl.test.tsx
@@ -0,0 +1,76 @@
+/* @vitest-environment jsdom */
+
+import { render, screen } from '@testing-library/react';
+import userEvent from '@testing-library/user-event';
+import { useState } from 'react';
+import { describe, expect, it } from 'vitest';
+
+import type { GenerateDialogState } from './ImageCanvasEditorTypes';
+import { ImageCanvasSceneStyleControl } from './ImageCanvasSceneStyleControl';
+
+function SceneStyleControlHarness() {
+  const [dialog, setDialog] = useState<GenerateDialogState | null>({
+    mode: 'scene',
+    prompt: '',
+    status: 'idle',
+    sceneStylePreset: 'anime',
+  });
+
+  return dialog ? (
+    <ImageCanvasSceneStyleControl
+      dialog={dialog}
+      setGenerateDialog={setDialog}
+      renderEditorPortal={(node) => node}
+      buildPortalMenuStyle={() => ({ position: 'fixed', left: 0, top: 0 })}
+    />
+  ) : null;
+}
+
+describe('ImageCanvasSceneStyleControl', () => {
+  it('仅在指针停留于对应预览按钮时挂载一张预览图', async () => {
+    const user = userEvent.setup();
+    render(<SceneStyleControlHarness />);
+
+    await user.click(screen.getByRole('button', { name: '画风预设 日系动画' }));
+
+    expect(screen.queryByRole('img')).toBeNull();
+
+    const animePreviewButton = screen.getByRole('button', {
+      name: '预览日系动画画风',
+    });
+    await user.hover(animePreviewButton);
+
+    expect(
+      screen.getByRole('img', { name: '日系动画固定画风预览' }),
+    ).toBeTruthy();
+    expect(screen.getAllByRole('img')).toHaveLength(1);
+
+    await user.unhover(animePreviewButton);
+
+    expect(screen.queryByRole('img')).toBeNull();
+  });
+
+  it('键盘聚焦预览按钮时挂载图片，焦点离开后卸载', async () => {
+    const user = userEvent.setup();
+    render(<SceneStyleControlHarness />);
+
+    await user.click(screen.getByRole('button', { name: '画风预设 日系动画' }));
+    await user.tab();
+    await user.tab();
+
+    const animePreviewButton = screen.getByRole('button', {
+      name: '预览日系动画画风',
+    });
+    expect(document.activeElement).toBe(animePreviewButton);
+    expect(
+      screen.getByRole('img', { name: '日系动画固定画风预览' }),
+    ).toBeTruthy();
+
+    await user.tab();
+
+    expect(document.activeElement).toBe(
+      screen.getByRole('menuitemradio', { name: /清透水彩/u }),
+    );
+    expect(screen.queryByRole('img')).toBeNull();
+  });
+});
diff --git a/src/components/image-editor/ImageCanvasSceneStyleControl.tsx b/src/components/image-editor/ImageCanvasSceneStyleControl.tsx
index f43e65dbf..86d5875ba 100644
--- a/src/components/image-editor/ImageCanvasSceneStyleControl.tsx
+++ b/src/components/image-editor/ImageCanvasSceneStyleControl.tsx
@@ -49,11 +49,20 @@ export function ImageCanvasSceneStyleControl({
   buildPortalMenuStyle,
 }: ImageCanvasSceneStyleControlProps) {
   const [isOpen, setIsOpen] = useState(false);
+  const [hoveredPreview, setHoveredPreview] =
+    useState<EditorSceneStylePreset | null>(null);
+  const [focusedPreview, setFocusedPreview] =
+    useState<EditorSceneStylePreset | null>(null);
   const triggerRef = useRef<HTMLButtonElement | null>(null);
-  const dismiss = useCallback(() => setIsOpen(false), []);
+  const dismiss = useCallback(() => {
+    setIsOpen(false);
+    setHoveredPreview(null);
+    setFocusedPreview(null);
+  }, []);
   const selectedValue =
     dialog.sceneStylePreset ?? DEFAULT_EDITOR_SCENE_STYLE_PRESET;
   const selectedLabel = getEditorSceneStylePresetLabel(selectedValue);
+  const activePreview = hoveredPreview ?? focusedPreview;
 
   useImageCanvasFloatingOptionDismiss({
     isOpen,
@@ -76,7 +85,7 @@ export function ImageCanvasSceneStyleControl({
           }
         : currentDialog,
     );
-    setIsOpen(false);
+    dismiss();
   };
 
   return (
@@ -88,7 +97,13 @@ export function ImageCanvasSceneStyleControl({
         aria-expanded={isOpen}
         disabled={dialog.status === 'generating'}
         trailingIcon={<ChevronDown className="h-3 w-3" />}
-        onClick={() => setIsOpen((current) => !current)}
+        onClick={() => {
+          if (isOpen) {
+            dismiss();
+            return;
+          }
+          setIsOpen(true);
+        }}
       >
         <span className="image-canvas-editor__scene-style-trigger-label">
           <Palette className="h-3.5 w-3.5" aria-hidden="true" />
@@ -106,11 +121,11 @@ export function ImageCanvasSceneStyleControl({
             >
               <div className="image-canvas-editor__scene-style-menu-heading">
                 <strong>画风预设</strong>
-                <span>点击名称选择，悬停“预览”查看固定参考图</span>
               </div>
               {EDITOR_SCENE_STYLE_PRESET_OPTIONS.map((option) => {
                 const selected = option.value === selectedValue;
                 const preview = SCENE_STYLE_PREVIEWS[option.value];
+                const previewActive = activePreview === option.value;
                 return (
                   <div
                     key={option.value}
@@ -135,27 +150,47 @@ export function ImageCanvasSceneStyleControl({
                       />
                     </button>
                     {preview ? (
-                      <span className="image-canvas-editor__scene-style-preview-wrap">
+                      <span
+                        className="image-canvas-editor__scene-style-preview-wrap"
+                        onPointerEnter={() => setHoveredPreview(option.value)}
+                        onPointerLeave={() =>
+                          setHoveredPreview((current) =>
+                            current === option.value ? null : current,
+                          )
+                        }
+                        onFocus={() => setFocusedPreview(option.value)}
+                        onBlur={(event) => {
+                          if (
+                            !event.currentTarget.contains(event.relatedTarget)
+                          ) {
+                            setFocusedPreview((current) =>
+                              current === option.value ? null : current,
+                            );
+                          }
+                        }}
+                      >
                         <button
                           type="button"
                           className="image-canvas-editor__scene-style-preview-button"
                           aria-label={`预览${option.label}画风`}
+                          aria-expanded={previewActive}
                           onPointerDown={(event) => event.preventDefault()}
                           onClick={(event) => event.stopPropagation()}
                         >
                           <Eye className="h-3.5 w-3.5" aria-hidden="true" />
                           <span>预览</span>
                         </button>
-                        <figure className="image-canvas-editor__scene-style-preview-card">
-                          <img
-                            src={preview}
-                            alt={`${option.label}固定画风预览`}
-                          />
-                          <figcaption>
-                            <strong>{option.label}</strong>
-                            <span>固定预览图 · 不作为用户参考图</span>
-                          </figcaption>
-                        </figure>
+                        {previewActive ? (
+                          <figure className="image-canvas-editor__scene-style-preview-card">
+                            <img
+                              src={preview}
+                              alt={`${option.label}固定画风预览`}
+                            />
+                            <figcaption>
+                              <strong>{option.label}</strong>
+                            </figcaption>
+                          </figure>
+                        ) : null}
                       </span>
                     ) : null}
                   </div>
diff --git a/src/index.css b/src/index.css
index 7693d339e..90ef84928 100644
--- a/src/index.css
+++ b/src/index.css
@@ -16879,12 +16879,6 @@ button {
   font-weight: 850;
 }
 
-.image-canvas-editor__scene-style-menu-heading span {
-  color: #94a3b8;
-  font-size: 0.67rem;
-  font-weight: 700;
-}
-
 .image-canvas-editor__scene-style-row {
   position: relative;
   display: grid;
@@ -17026,12 +17020,6 @@ button {
   font-weight: 850;
 }
 
-.image-canvas-editor__scene-style-preview-card figcaption span {
-  color: #94a3b8;
-  font-size: 0.64rem;
-  font-weight: 700;
-}
-
 @media (max-width: 760px) {
   .image-canvas-editor__scene-style-anchor {
     grid-column: 1 / -1;