The figure of speech "auf .... drehen," refers to the turning or cranking of the wheel or tiller of a ship to steer a new course. Therefore "der Wind dreht auf Südost" means that the wind is changing (turning) its course to southeast. And yes, like with all wind directions, it means that it will blow from the stated direction.
HTH