Not just QEII - Elizabeth was the longest reigning British monarch, but that record was previously held by Victoria. So the last 185 years were book-ended by two epic Queens, with a few short Kings between them.
I mean obviously Queen feels more normalized because there's only been a King for 0.002% of my life. But I do think Kings being the minority for the last two centuries adds its own impact too.