diff --git a/src/views/Community/components/EventCard/HorizontalDynamicNewsEventCard.js b/src/views/Community/components/EventCard/HorizontalDynamicNewsEventCard.js
index c182a738..b8afacfd 100644
--- a/src/views/Community/components/EventCard/HorizontalDynamicNewsEventCard.js
+++ b/src/views/Community/components/EventCard/HorizontalDynamicNewsEventCard.js
@@ -252,17 +252,17 @@ const HorizontalDynamicNewsEventCard = React.memo(({
                                 </Box>
                             </Tooltip>
 
-                            {/* 第二行：涨跌幅数据 + 互动指标 */}
-                            <HStack justify="space-between" align="center" flexWrap="wrap" gap={1}>
-                                <StockChangeIndicators
-                                    maxChange={event.related_max_chg}
-                                    avgChange={event.related_avg_chg}
-                                    expectationScore={event.expectation_surprise_score}
-                                    size={indicatorSize}
-                                />
+                            {/* 第二行：涨跌幅数据 */}
+                            <StockChangeIndicators
+                                maxChange={event.related_max_chg}
+                                avgChange={event.related_avg_chg}
+                                expectationScore={event.expectation_surprise_score}
+                                size={indicatorSize}
+                            />
 
-                                {/* 互动指标：浏览量、关注数、看多/看空 */}
-                                {showEngagement && (
+                            {/* 第三行：互动指标 - 独立一行更醒目 */}
+                            {showEngagement && (
+                                <Box mt={0.5}>
                                     <EventEngagement
                                         eventId={event.id}
                                         viewCount={event.view_count}
@@ -270,11 +270,11 @@ const HorizontalDynamicNewsEventCard = React.memo(({
                                         bullishCount={event.bullish_count}
                                         bearishCount={event.bearish_count}
                                         userVote={event.user_vote}
-                                        size="xs"
+                                        size="sm"
                                         onVoteChange={onVoteChange}
                                     />
-                                )}
-                            </HStack>
+                                </Box>
+                            )}
                         </VStack>
                     </CardBody>
                 </Card>
diff --git a/src/views/Community/components/EventCard/atoms/EventEngagement.js b/src/views/Community/components/EventCard/atoms/EventEngagement.js
index 80fefb5d..b2c3fcaf 100644
--- a/src/views/Community/components/EventCard/atoms/EventEngagement.js
+++ b/src/views/Community/components/EventCard/atoms/EventEngagement.js
@@ -4,12 +4,12 @@
 import React, { useState, useCallback } from 'react';
 import {
     HStack,
+    VStack,
     Box,
     Text,
     Tooltip,
-    IconButton,
-    Badge,
     useToast,
+    Flex,
 } from '@chakra-ui/react';
 import { ViewIcon, StarIcon } from '@chakra-ui/icons';
 import { TbArrowBigUp, TbArrowBigDown, TbArrowBigUpFilled, TbArrowBigDownFilled } from 'react-icons/tb';
@@ -18,8 +18,6 @@ import { useAuth } from '@contexts/AuthContext';
 
 /**
  * 格式化数字（大于1000显示为 1k, 1.2k 等）
- * @param {number} num - 原始数字
- * @returns {string} 格式化后的字符串
  */
 const formatCount = (num) => {
     if (num == null || isNaN(num)) return '0';
@@ -29,17 +27,7 @@ const formatCount = (num) => {
 };
 
 /**
- * 事件互动组件
- * @param {Object} props
- * @param {number} props.eventId - 事件ID
- * @param {number} props.viewCount - 浏览量
- * @param {number} props.followerCount - 关注数
- * @param {number} props.bullishCount - 看多数
- * @param {number} props.bearishCount - 看空数
- * @param {string} props.userVote - 用户当前投票状态 ('bullish' | 'bearish' | null)
- * @param {string} props.size - 尺寸 ('xs' | 'sm' | 'md')
- * @param {boolean} props.showVoting - 是否显示投票功能
- * @param {Function} props.onVoteChange - 投票变化回调
+ * 事件互动组件 - 精美设计版
  */
 const EventEngagement = ({
     eventId,
@@ -55,7 +43,6 @@ const EventEngagement = ({
     const toast = useToast();
     const { isLoggedIn } = useAuth();
 
-    // 本地状态管理（乐观更新）
     const [localVote, setLocalVote] = useState(userVote);
     const [localBullish, setLocalBullish] = useState(bullishCount);
     const [localBearish, setLocalBearish] = useState(bearishCount);
@@ -63,16 +50,12 @@ const EventEngagement = ({
 
     // 尺寸配置
     const sizeConfig = {
-        xs: { fontSize: '10px', iconSize: '12px', spacing: 1, btnSize: 'xs' },
-        sm: { fontSize: 'xs', iconSize: '14px', spacing: 1.5, btnSize: 'xs' },
-        md: { fontSize: 'sm', iconSize: '16px', spacing: 2, btnSize: 'sm' },
+        xs: { fontSize: '10px', iconSize: 12, spacing: 1.5, pillPx: 2, pillPy: 0.5 },
+        sm: { fontSize: '11px', iconSize: 14, spacing: 2, pillPx: 2.5, pillPy: 1 },
+        md: { fontSize: '12px', iconSize: 16, spacing: 2.5, pillPx: 3, pillPy: 1.5 },
     };
     const config = sizeConfig[size] || sizeConfig.sm;
 
-    /**
-     * 处理投票
-     * @param {string} voteType - 'bullish' | 'bearish'
-     */
     const handleVote = useCallback(async (voteType) => {
         if (!isLoggedIn) {
             toast({
@@ -88,22 +71,16 @@ const EventEngagement = ({
         if (isVoting) return;
         setIsVoting(true);
 
-        // 计算新的投票状态
         const newVote = localVote === voteType ? null : voteType;
         const oldVote = localVote;
 
-        // 乐观更新本地状态
         setLocalVote(newVote);
 
-        // 更新计数
         let newBullish = localBullish;
         let newBearish = localBearish;
 
-        // 取消之前的投票
         if (oldVote === 'bullish') newBullish--;
         if (oldVote === 'bearish') newBearish--;
-
-        // 添加新投票
         if (newVote === 'bullish') newBullish++;
         if (newVote === 'bearish') newBearish++;
 
@@ -124,14 +101,12 @@ const EventEngagement = ({
                 throw new Error(data.error || '投票失败');
             }
 
-            // 使用服务器返回的准确数据
             if (data.data) {
                 setLocalBullish(data.data.bullish_count ?? newBullish);
                 setLocalBearish(data.data.bearish_count ?? newBearish);
                 setLocalVote(data.data.user_vote);
             }
 
-            // 触发回调
             onVoteChange?.({
                 eventId,
                 userVote: data.data?.user_vote,
@@ -141,7 +116,6 @@ const EventEngagement = ({
 
         } catch (error) {
             console.error('投票失败:', error);
-            // 回滚状态
             setLocalVote(oldVote);
             setLocalBullish(bullishCount);
             setLocalBearish(bearishCount);
@@ -158,92 +132,158 @@ const EventEngagement = ({
         }
     }, [eventId, isLoggedIn, isVoting, localVote, localBullish, localBearish, bullishCount, bearishCount, toast, onVoteChange]);
 
-    // 计算看多比例（用于显示）
     const totalVotes = localBullish + localBearish;
     const bullishRatio = totalVotes > 0 ? Math.round((localBullish / totalVotes) * 100) : 50;
 
     return (
         <HStack spacing={config.spacing} onClick={(e) => e.stopPropagation()}>
-            {/* 浏览量 */}
+            {/* 浏览量 - 精美胶囊样式 */}
             <Tooltip label="浏览量" placement="top" hasArrow>
-                <HStack spacing={0.5} color="gray.400">
-                    <ViewIcon boxSize={config.iconSize} />
-                    <Text fontSize={config.fontSize}>{formatCount(viewCount)}</Text>
+                <HStack
+                    spacing={1}
+                    bg="whiteAlpha.100"
+                    px={config.pillPx}
+                    py={config.pillPy}
+                    borderRadius="full"
+                    cursor="default"
+                    _hover={{ bg: 'whiteAlpha.200' }}
+                    transition="all 0.2s"
+                >
+                    <ViewIcon boxSize={`${config.iconSize}px`} color="gray.400" />
+                    <Text fontSize={config.fontSize} color="gray.300" fontWeight="medium">
+                        {formatCount(viewCount)}
+                    </Text>
                 </HStack>
             </Tooltip>
 
-            {/* 关注数 */}
+            {/* 关注数 - 带星星图标 */}
             <Tooltip label="关注数" placement="top" hasArrow>
-                <HStack spacing={0.5} color="gray.400">
-                    <StarIcon boxSize={config.iconSize} />
-                    <Text fontSize={config.fontSize}>{formatCount(followerCount)}</Text>
+                <HStack
+                    spacing={1}
+                    bg="whiteAlpha.100"
+                    px={config.pillPx}
+                    py={config.pillPy}
+                    borderRadius="full"
+                    cursor="default"
+                    _hover={{ bg: 'whiteAlpha.200' }}
+                    transition="all 0.2s"
+                >
+                    <StarIcon boxSize={`${config.iconSize - 2}px`} color="yellow.400" />
+                    <Text fontSize={config.fontSize} color="gray.300" fontWeight="medium">
+                        {formatCount(followerCount)}
+                    </Text>
                 </HStack>
             </Tooltip>
 
-            {/* 看多/看空投票 */}
+            {/* 看多/看空投票区 - 精美设计 */}
             {showVoting && (
-                <HStack spacing={0.5} ml={1}>
+                <HStack
+                    spacing={0}
+                    bg="whiteAlpha.100"
+                    borderRadius="full"
+                    overflow="hidden"
+                    position="relative"
+                >
                     {/* 看多按钮 */}
                     <Tooltip label={localVote === 'bullish' ? '取消看多' : '看多'} placement="top" hasArrow>
-                        <IconButton
-                            size={config.btnSize}
-                            variant="ghost"
-                            colorScheme="red"
-                            icon={localVote === 'bullish'
+                        <Flex
+                            as="button"
+                            align="center"
+                            justify="center"
+                            gap={0.5}
+                            px={config.pillPx}
+                            py={config.pillPy}
+                            cursor="pointer"
+                            bg={localVote === 'bullish' ? 'rgba(239, 68, 68, 0.25)' : 'transparent'}
+                            color={localVote === 'bullish' ? 'red.400' : 'gray.400'}
+                            _hover={{
+                                bg: localVote === 'bullish' ? 'rgba(239, 68, 68, 0.35)' : 'rgba(239, 68, 68, 0.15)',
+                                color: 'red.400',
+                            }}
+                            transition="all 0.2s"
+                            onClick={() => handleVote('bullish')}
+                            disabled={isVoting}
+                            borderRightWidth="1px"
+                            borderColor="whiteAlpha.200"
+                        >
+                            {localVote === 'bullish'
                                 ? <TbArrowBigUpFilled size={config.iconSize} />
                                 : <TbArrowBigUp size={config.iconSize} />
                             }
-                            onClick={() => handleVote('bullish')}
-                            isLoading={isVoting}
-                            aria-label="看多"
-                            minW="auto"
-                            h="auto"
-                            p={0.5}
-                            color={localVote === 'bullish' ? 'red.400' : 'gray.400'}
-                            _hover={{ color: 'red.400', bg: 'rgba(239, 68, 68, 0.1)' }}
-                        />
+                            <Text fontSize={config.fontSize} fontWeight="semibold">
+                                {formatCount(localBullish)}
+                            </Text>
+                        </Flex>
                     </Tooltip>
 
-                    {/* 投票比例显示 */}
+                    {/* 比例指示条 - 中间显示 */}
                     {totalVotes > 0 && (
                         <Tooltip
-                            label={`看多 ${localBullish} | 看空 ${localBearish}`}
+                            label={`看多 ${bullishRatio}% | 看空 ${100 - bullishRatio}%`}
                             placement="top"
                             hasArrow
                         >
-                            <Badge
-                                fontSize={config.fontSize}
-                                px={1}
-                                py={0}
-                                borderRadius="sm"
-                                bg={bullishRatio >= 50 ? 'rgba(239, 68, 68, 0.15)' : 'rgba(16, 185, 129, 0.15)'}
-                                color={bullishRatio >= 50 ? 'red.400' : 'green.400'}
-                                fontWeight="medium"
+                            <Box
+                                px={1.5}
+                                py={config.pillPy}
+                                bg="whiteAlpha.50"
+                                position="relative"
+                                minW="32px"
+                                textAlign="center"
                             >
-                                {bullishRatio}%
-                            </Badge>
+                                {/* 背景进度条 */}
+                                <Box
+                                    position="absolute"
+                                    left={0}
+                                    top={0}
+                                    bottom={0}
+                                    width={`${bullishRatio}%`}
+                                    bg={bullishRatio >= 50 ? 'rgba(239, 68, 68, 0.2)' : 'rgba(16, 185, 129, 0.2)'}
+                                    transition="width 0.3s ease"
+                                />
+                                <Text
+                                    fontSize={config.fontSize}
+                                    fontWeight="bold"
+                                    color={bullishRatio >= 50 ? 'red.400' : 'green.400'}
+                                    position="relative"
+                                    zIndex={1}
+                                >
+                                    {bullishRatio}%
+                                </Text>
+                            </Box>
                         </Tooltip>
                     )}
 
                     {/* 看空按钮 */}
                     <Tooltip label={localVote === 'bearish' ? '取消看空' : '看空'} placement="top" hasArrow>
-                        <IconButton
-                            size={config.btnSize}
-                            variant="ghost"
-                            colorScheme="green"
-                            icon={localVote === 'bearish'
+                        <Flex
+                            as="button"
+                            align="center"
+                            justify="center"
+                            gap={0.5}
+                            px={config.pillPx}
+                            py={config.pillPy}
+                            cursor="pointer"
+                            bg={localVote === 'bearish' ? 'rgba(16, 185, 129, 0.25)' : 'transparent'}
+                            color={localVote === 'bearish' ? 'green.400' : 'gray.400'}
+                            _hover={{
+                                bg: localVote === 'bearish' ? 'rgba(16, 185, 129, 0.35)' : 'rgba(16, 185, 129, 0.15)',
+                                color: 'green.400',
+                            }}
+                            transition="all 0.2s"
+                            onClick={() => handleVote('bearish')}
+                            disabled={isVoting}
+                            borderLeftWidth={totalVotes > 0 ? '1px' : 0}
+                            borderColor="whiteAlpha.200"
+                        >
+                            {localVote === 'bearish'
                                 ? <TbArrowBigDownFilled size={config.iconSize} />
                                 : <TbArrowBigDown size={config.iconSize} />
                             }
-                            onClick={() => handleVote('bearish')}
-                            isLoading={isVoting}
-                            aria-label="看空"
-                            minW="auto"
-                            h="auto"
-                            p={0.5}
-                            color={localVote === 'bearish' ? 'green.400' : 'gray.400'}
-                            _hover={{ color: 'green.400', bg: 'rgba(16, 185, 129, 0.1)' }}
-                        />
+                            <Text fontSize={config.fontSize} fontWeight="semibold">
+                                {formatCount(localBearish)}
+                            </Text>
+                        </Flex>
                     </Tooltip>
                 </HStack>
             )}