diff --git a/src/components/PaginatedRow.tsx b/src/components/PaginatedRow.tsx
index c2ec144..133854b 100644
--- a/src/components/PaginatedRow.tsx
+++ b/src/components/PaginatedRow.tsx
@@ -14,47 +14,68 @@ export default function PaginatedRow({
   itemsPerPage = 10,
   className = '',
 }: PaginatedRowProps) {
-  const [currentPage, setCurrentPage] = useState(0);
+  const [startIndex, setStartIndex] = useState(0);
+  const [isHovered, setIsHovered] = useState(false);
   const uniqueId = useId(); // 为每个实例生成唯一ID
 
-  // 计算总页数
+  // 获取当前显示的项目 - 支持无限向前浏览
+  const currentItems = useMemo(() => {
+    const endIndex = startIndex + itemsPerPage;
+    // 如果超出范围，循环显示
+    if (endIndex <= children.length) {
+      return children.slice(startIndex, endIndex);
+    } else {
+      // 当超出范围时，从头开始循环
+      const firstPart = children.slice(startIndex);
+      const secondPart = children.slice(0, endIndex - children.length);
+      return [...firstPart, ...secondPart];
+    }
+  }, [children, startIndex, itemsPerPage]);
+
+  // 向前翻页
+  const handlePrevPage = () => {
+    setStartIndex((prev) => {
+      const newIndex = prev - itemsPerPage;
+      return newIndex < 0 ? Math.max(0, children.length - itemsPerPage) : newIndex;
+    });
+  };
+
+  // 向后翻页 - 支持无限浏览
+  const handleNextPage = () => {
+    setStartIndex((prev) => {
+      const newIndex = prev + itemsPerPage;
+      // 当超出总长度时，从头开始，实现无限循环
+      return newIndex >= children.length ? 0 : newIndex;
+    });
+  };
+
+  // 计算当前页码用于指示器
+  const currentPageIndex = Math.floor(startIndex / itemsPerPage);
   const totalPages = Math.ceil(children.length / itemsPerPage);
 
-  // 获取当前页的项目
-  const currentItems = useMemo(() => {
-    const startIndex = currentPage * itemsPerPage;
-    const endIndex = startIndex + itemsPerPage;
-    return children.slice(startIndex, endIndex);
-  }, [children, currentPage, itemsPerPage]);
-
-  // 无限循环翻页
-  const handlePrevPage = () => {
-    setCurrentPage((prev) => (prev === 0 ? totalPages - 1 : prev - 1));
-  };
-
-  const handleNextPage = () => {
-    setCurrentPage((prev) => (prev === totalPages - 1 ? 0 : prev + 1));
-  };
-
   // 如果没有足够的内容需要分页，就不显示按钮
-  const needsPagination = totalPages > 1;
+  const needsPagination = children.length > itemsPerPage;
 
   return (
     <div
-      className={`relative group ${className}`}
+      className={`relative ${className}`}
       data-paginated-row={uniqueId}
+      onMouseEnter={() => setIsHovered(true)}
+      onMouseLeave={() => setIsHovered(false)}
     >
-      {/* 内容区域 */}
+      {/* 内容区域 - 移除group类以避免悬停效果冲突 */}
       <div className='grid grid-cols-2 sm:grid-cols-3 md:grid-cols-4 lg:grid-cols-5 gap-4 relative'>
         {currentItems}
 
-        {/* 改进的导航按钮 - 放在网格中间位置 */}
+        {/* 改进的导航按钮 - 仅在容器悬停时显示 */}
         {needsPagination && (
           <>
-            {/* 左箭头按钮 - 精确定位在两行中间 */}
+            {/* 左箭头按钮 */}
             <button
               onClick={handlePrevPage}
-              className='absolute -left-12 z-20 w-10 h-10 bg-gradient-to-r from-purple-500 to-purple-600 hover:from-purple-600 hover:to-purple-700 rounded-full shadow-lg hover:shadow-xl flex items-center justify-center transition-all duration-300 hover:scale-110 focus:outline-none focus:ring-2 focus:ring-purple-400 focus:ring-offset-2 dark:focus:ring-offset-gray-900 opacity-0 group-hover:opacity-100'
+              className={`absolute -left-12 z-20 w-10 h-10 bg-gradient-to-r from-purple-500 to-purple-600 hover:from-purple-600 hover:to-purple-700 rounded-full shadow-lg hover:shadow-xl flex items-center justify-center transition-all duration-300 hover:scale-110 focus:outline-none focus:ring-2 focus:ring-purple-400 focus:ring-offset-2 dark:focus:ring-offset-gray-900 ${
+                isHovered ? 'opacity-100' : 'opacity-0'
+              }`}
               style={{
                 // 确保按钮在两行中间
                 top: 'calc(50% - 20px)',
@@ -64,10 +85,12 @@ export default function PaginatedRow({
               <ChevronLeft className='w-5 h-5 text-white' />
             </button>
 
-            {/* 右箭头按钮 - 精确定位在两行中间 */}
+            {/* 右箭头按钮 */}
             <button
               onClick={handleNextPage}
-              className='absolute -right-12 z-20 w-10 h-10 bg-gradient-to-r from-purple-500 to-purple-600 hover:from-purple-600 hover:to-purple-700 rounded-full shadow-lg hover:shadow-xl flex items-center justify-center transition-all duration-300 hover:scale-110 focus:outline-none focus:ring-2 focus:ring-purple-400 focus:ring-offset-2 dark:focus:ring-offset-gray-900 opacity-0 group-hover:opacity-100'
+              className={`absolute -right-12 z-20 w-10 h-10 bg-gradient-to-r from-purple-500 to-purple-600 hover:from-purple-600 hover:to-purple-700 rounded-full shadow-lg hover:shadow-xl flex items-center justify-center transition-all duration-300 hover:scale-110 focus:outline-none focus:ring-2 focus:ring-purple-400 focus:ring-offset-2 dark:focus:ring-offset-gray-900 ${
+                isHovered ? 'opacity-100' : 'opacity-0'
+              }`}
               style={{
                 // 确保按钮在两行中间
                 top: 'calc(50% - 20px)',
@@ -80,21 +103,25 @@ export default function PaginatedRow({
         )}
       </div>
 
-      {/* 优化的页码指示器 */}
+      {/* 优化的页码指示器 - 显示无限浏览状态 */}
       {needsPagination && (
         <div className='flex justify-center mt-4 space-x-2'>
-          {Array.from({ length: totalPages }, (_, index) => (
-            <button
-              key={index}
-              onClick={() => setCurrentPage(index)}
-              className={`w-2 h-2 rounded-full transition-all duration-200 ${
-                index === currentPage
-                  ? 'bg-purple-500 dark:bg-purple-400 scale-125'
-                  : 'bg-gray-300 hover:bg-purple-300 dark:bg-gray-600 dark:hover:bg-purple-500 hover:scale-110'
-              }`}
-              aria-label={`第 ${index + 1} 页`}
-            />
-          ))}
+          {Array.from({ length: Math.min(totalPages, 5) }, (_, index) => {
+            // 显示当前页附近的页码指示器
+            const displayIndex = (currentPageIndex + index) % totalPages;
+            return (
+              <button
+                key={`${displayIndex}-${currentPageIndex}`}
+                onClick={() => setStartIndex(displayIndex * itemsPerPage)}
+                className={`w-2 h-2 rounded-full transition-all duration-200 ${
+                  index === 0
+                    ? 'bg-purple-500 dark:bg-purple-400 scale-125'
+                    : 'bg-gray-300 hover:bg-purple-300 dark:bg-gray-600 dark:hover:bg-purple-500 hover:scale-110'
+                }`}
+                aria-label={`第 ${displayIndex + 1} 页`}
+              />
+            );
+          })}
         </div>
       )}
     </div>