diff --git a/CHANGELOG.en-US.md b/CHANGELOG.en-US.md
index e8791b70943..62eb23873b1 100644
--- a/CHANGELOG.en-US.md
+++ b/CHANGELOG.en-US.md
@@ -7,6 +7,7 @@
 - Fix `n-timeline-item`'s `title`'s `margin-bottom` can't be set by theme variable, closes [#3722](https://github.com/tusen-ai/naive-ui/issues/3722).
 - Fix `n-timeline-item`'s `meta` part's `margin-bottom` is overrided when nested in horizontal and vertical mode.
 - Fix `n-tree-select` would remove selected first option if it's clicked when placed in `label` tag, closes [#3715](https://github.com/tusen-ai/naive-ui/issues/3715).
+- Fix `n-select`'s overflow popover won't hide after removing all options in it when `maxTagCount="responsive"`, closes [#3801](https://github.com/tusen-ai/naive-ui/issues/3801).
 
 ### Feats
 
diff --git a/CHANGELOG.zh-CN.md b/CHANGELOG.zh-CN.md
index 0f07ef28503..1009b95566d 100644
--- a/CHANGELOG.zh-CN.md
+++ b/CHANGELOG.zh-CN.md
@@ -7,6 +7,7 @@
 - 修复 `n-timeline-item` 的 `title` 的 `margin-bottom` 无法通过主题变量设置，关闭 [#3722](https://github.com/tusen-ai/naive-ui/issues/3722)
 - 修复 `n-timeline-item` 的 `meta` 在水平垂直嵌套时 `margin-bottom` 被覆盖
 - 修复 `n-tree-select` 在放置于 `label` 标签内时点击会删除掉第一个选中的选项，关闭 [#3715](https://github.com/tusen-ai/naive-ui/issues/3715)
+- 修复 `n-select` 在 `maxTagCount="responsive"` 的情况下，在弹层删除掉所有已选中项后，弹层不会消失，关闭 [#3801](https://github.com/tusen-ai/naive-ui/issues/3801)
 
 ### Feats
 
diff --git a/src/_internal/selection/src/Selection.tsx b/src/_internal/selection/src/Selection.tsx
index 6be5439d78b..fc059415cda 100644
--- a/src/_internal/selection/src/Selection.tsx
+++ b/src/_internal/selection/src/Selection.tsx
@@ -346,7 +346,9 @@ export default defineComponent({
       if (props.disabled || props.active) return
       clearEnterTimer()
       enterTimerId = window.setTimeout(() => {
-        showTagsPopoverRef.value = true
+        if (selectedRef.value) {
+          showTagsPopoverRef.value = true
+        }
       }, 100)
     }
     function handleMouseLeaveCounter (): void {
@@ -358,6 +360,11 @@ export default defineComponent({
         showTagsPopoverRef.value = false
       }
     }
+    watch(selectedRef, (value) => {
+      if (!value) {
+        showTagsPopoverRef.value = false
+      }
+    })
     onMounted(() => {
       watchEffect(() => {
         const patternInputWrapperEl = patternInputWrapperRef.value