Perhaps not, but one can write write:
Code:
<p>He said: “Lorem ipsum.</p>
<p>“Dolor sit amet.”</p>
Which is how it
should appear. (The absence of a close-quote at the end of the first line is not merely a "convention." It's a rule of good book-making.)