diff --git a/package.json b/package.json
index 36fe62337c..ceb0cbf3ac 100644
--- a/package.json
+++ b/package.json
@@ -86,6 +86,7 @@
     "@napi-rs/system-ocr": "patch:@napi-rs/system-ocr@npm%3A1.0.2#~/.yarn/patches/@napi-rs-system-ocr-npm-1.0.2-59e7a78e8b.patch",
     "@paymoapp/electron-shutdown-handler": "^1.1.2",
     "@strongtz/win32-arm64-msvc": "^0.4.7",
+    "emoji-picker-element-data": "^1",
     "express": "^5.1.0",
     "font-list": "^2.0.0",
     "graceful-fs": "^4.2.11",
diff --git a/src/renderer/src/components/EmojiPicker/index.tsx b/src/renderer/src/components/EmojiPicker/index.tsx
index 8ba9d3e967..9a4158d469 100644
--- a/src/renderer/src/components/EmojiPicker/index.tsx
+++ b/src/renderer/src/components/EmojiPicker/index.tsx
@@ -1,35 +1,120 @@
+import 'emoji-picker-element'
+
 import TwemojiCountryFlagsWoff2 from '@renderer/assets/fonts/country-flag-fonts/TwemojiCountryFlags.woff2?url'
 import { useTheme } from '@renderer/context/ThemeProvider'
+import type { LanguageVarious } from '@renderer/types'
 import { polyfillCountryFlagEmojis } from 'country-flag-emoji-polyfill'
+// i18n translations from emoji-picker-element
+import de from 'emoji-picker-element/i18n/de'
+import en from 'emoji-picker-element/i18n/en'
+import es from 'emoji-picker-element/i18n/es'
+import fr from 'emoji-picker-element/i18n/fr'
+import ja from 'emoji-picker-element/i18n/ja'
+import pt_PT from 'emoji-picker-element/i18n/pt_PT'
+import ru_RU from 'emoji-picker-element/i18n/ru_RU'
+import zh_CN from 'emoji-picker-element/i18n/zh_CN'
+import type Picker from 'emoji-picker-element/picker'
+import type { EmojiClickEvent, NativeEmoji } from 'emoji-picker-element/shared'
+// Emoji data from emoji-picker-element-data (local, no CDN)
+// Using CLDR format for full multi-language search support (28 languages)
+import dataDE from 'emoji-picker-element-data/de/cldr/data.json?url'
+import dataEN from 'emoji-picker-element-data/en/cldr/data.json?url'
+import dataES from 'emoji-picker-element-data/es/cldr/data.json?url'
+import dataFR from 'emoji-picker-element-data/fr/cldr/data.json?url'
+import dataJA from 'emoji-picker-element-data/ja/cldr/data.json?url'
+import dataPT from 'emoji-picker-element-data/pt/cldr/data.json?url'
+import dataRU from 'emoji-picker-element-data/ru/cldr/data.json?url'
+import dataZH from 'emoji-picker-element-data/zh/cldr/data.json?url'
+import dataZH_HANT from 'emoji-picker-element-data/zh-hant/cldr/data.json?url'
 import type { FC } from 'react'
 import { useEffect, useRef } from 'react'
+import { useTranslation } from 'react-i18next'
 
 interface Props {
   onEmojiClick: (emoji: string) => void
 }
 
+// Mapping from app locale to emoji-picker-element i18n
+const i18nMap: Record<LanguageVarious, typeof en> = {
+  'en-US': en,
+  'zh-CN': zh_CN,
+  'zh-TW': zh_CN, // Closest available
+  'de-DE': de,
+  'el-GR': en, // No Greek available, fallback to English
+  'es-ES': es,
+  'fr-FR': fr,
+  'ja-JP': ja,
+  'pt-PT': pt_PT,
+  'ru-RU': ru_RU
+}
+
+// Mapping from app locale to emoji data URL
+// Using CLDR format provides native language search support for all locales
+const dataSourceMap: Record<LanguageVarious, string> = {
+  'en-US': dataEN,
+  'zh-CN': dataZH,
+  'zh-TW': dataZH_HANT,
+  'de-DE': dataDE,
+  'el-GR': dataEN, // No Greek CLDR available, fallback to English
+  'es-ES': dataES,
+  'fr-FR': dataFR,
+  'ja-JP': dataJA,
+  'pt-PT': dataPT,
+  'ru-RU': dataRU
+}
+
+// Mapping from app locale to emoji-picker-element locale string
+// Must match the data source locale for proper IndexedDB caching
+const localeMap: Record<LanguageVarious, string> = {
+  'en-US': 'en',
+  'zh-CN': 'zh',
+  'zh-TW': 'zh-hant',
+  'de-DE': 'de',
+  'el-GR': 'en',
+  'es-ES': 'es',
+  'fr-FR': 'fr',
+  'ja-JP': 'ja',
+  'pt-PT': 'pt',
+  'ru-RU': 'ru'
+}
+
 const EmojiPicker: FC<Props> = ({ onEmojiClick }) => {
   const { theme } = useTheme()
-  const ref = useRef<HTMLDivElement>(null)
+  const { i18n } = useTranslation()
+  const ref = useRef<Picker>(null)
+  const currentLocale = i18n.language as LanguageVarious
 
   useEffect(() => {
     polyfillCountryFlagEmojis('Twemoji Mozilla', TwemojiCountryFlagsWoff2)
   }, [])
 
+  // Configure picker with i18n and dataSource
   useEffect(() => {
-    const refValue = ref.current
+    const picker = ref.current
+    if (picker) {
+      picker.i18n = i18nMap[currentLocale] || en
+      picker.dataSource = dataSourceMap[currentLocale] || dataEN
+      picker.locale = localeMap[currentLocale] || 'en'
+    }
+  }, [currentLocale])
 
-    if (refValue) {
-      const handleEmojiClick = (event: any) => {
+  useEffect(() => {
+    const picker = ref.current
+
+    if (picker) {
+      const handleEmojiClick = (event: EmojiClickEvent) => {
         event.stopPropagation()
-        onEmojiClick(event.detail.unicode || event.detail.emoji.unicode)
+        const { detail } = event
+        // Use detail.unicode (processed with skin tone) or fallback to emoji's unicode for native emoji
+        const unicode = detail.unicode || ('unicode' in detail.emoji ? (detail.emoji as NativeEmoji).unicode : '')
+        onEmojiClick(unicode)
       }
       // 添加事件监听器
-      refValue.addEventListener('emoji-click', handleEmojiClick)
+      picker.addEventListener('emoji-click', handleEmojiClick)
 
       // 清理事件监听器
       return () => {
-        refValue.removeEventListener('emoji-click', handleEmojiClick)
+        picker.removeEventListener('emoji-click', handleEmojiClick)
       }
     }
     return
diff --git a/src/renderer/src/pages/store/assistants/presets/components/AddAssistantPresetPopup.tsx b/src/renderer/src/pages/store/assistants/presets/components/AddAssistantPresetPopup.tsx
index d5558b8e88..a6f733dfef 100644
--- a/src/renderer/src/pages/store/assistants/presets/components/AddAssistantPresetPopup.tsx
+++ b/src/renderer/src/pages/store/assistants/presets/components/AddAssistantPresetPopup.tsx
@@ -1,5 +1,3 @@
-import 'emoji-picker-element'
-
 import { CheckOutlined, LoadingOutlined, RollbackOutlined, ThunderboltOutlined } from '@ant-design/icons'
 import { loggerService } from '@logger'
 import EmojiPicker from '@renderer/components/EmojiPicker'
diff --git a/yarn.lock b/yarn.lock
index 18bde2062e..240532dfb3 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -10074,6 +10074,7 @@ __metadata:
     electron-window-state: "npm:^5.0.3"
     emittery: "npm:^1.0.3"
     emoji-picker-element: "npm:^1.22.1"
+    emoji-picker-element-data: "npm:^1"
     epub: "patch:epub@npm%3A1.3.0#~/.yarn/patches/epub-npm-1.3.0-8325494ffe.patch"
     eslint: "npm:^9.22.0"
     eslint-plugin-import-zod: "npm:^1.2.0"
@@ -13655,6 +13656,13 @@ __metadata:
   languageName: node
   linkType: hard
 
+"emoji-picker-element-data@npm:^1":
+  version: 1.8.0
+  resolution: "emoji-picker-element-data@npm:1.8.0"
+  checksum: 10c0/c8976b636205a0cc90d2690859a1193add71a948dadf743962b47c338a4c3715768404d0ccbc02156608b44abf41f3e1d51756e06f1bbed9d164dd4cb1752103
+  languageName: node
+  linkType: hard
+
 "emoji-picker-element@npm:^1.22.1":
   version: 1.26.3
   resolution: "emoji-picker-element@npm:1.26.3"