自问自答
这个不用宏包，却可行。
% 中文标题格式设置
% 目录深度
setcounter{secnumdepth}{3}
% 节标题格式, 居中, 使用chinese命令修改计数器
def@seccntformat#1{csname the#1endcsname }
renewcommandthesection{chinese{section}、}
renewcommandthesubsection{arabic{section}thinspace.thinspacearabic{subsection}}
renewcommandthesubsubsection{thesubsectionthinspace.thinspacearabic{subsubsection}}
renewcommandsection{@startsection{section}{1}{z@}%

{-3.5ex \@plus -1ex \@minus -.2ex}%
{2.3ex \@plus.2ex}%
{\centering\heiti\zihao{4}\bfseries}}

renewcommandsubsection{@startsection{subsection}{2}{z@}%

{-3.25ex\@plus -1ex \@minus -.2ex}%
{1.5ex \@plus .2ex}%
{\heiti\zihao{-4}\bfseries}}

renewcommandsubsubsection{@startsection{subsubsection}{3}{z@}%

{-3.25ex\@plus -1ex \@minus -.2ex}%
{1.5ex \@plus .2ex}%
{\songti\zihao{-4}\bfseries}}

renewcommandparagraph{@startsection{paragraph}{4}{z@}%

{3.25ex \@plus1ex \@minus.2ex}%
{-1em}%
{\normalfont\normalsize\bfseries}}

renewcommandsubparagraph{@startsection{subparagraph}{5}{parindent}%

{3.25ex \@plus1ex \@minus .2ex}%
{-1em}%
{\normalfont\normalsize\bfseries}}