I jumped the gun on posting this request.
This syntax DOES work:
function my_home_category( $query ) {
if ( $query->is_home() && $query->is_main_query() ) {
$query->set( 'cat', '123' );
}
}
add_action( 'pre_get_posts', 'my_home_category' );