The vehicle is described as a long silver van or people mover, possibly a Toyota Lucida. It had sliding doors on both sides at the back.
The three occupants were described as dark-skinned. The male in the back was wearing a green T-shirt, black jeans, Red Band gumboots and had a tattoo on the back of his left hand.
The incident comes in the same week police urged women to be careful after two incidents involving female joggers. In the first incident a young man tried to grab a runner in the same suburb. A 16-year old was running on Southland Rd when a young man on a bicycle tried to grab her around the waist. However, he fell off. He then chased her until she ran into a nearby dairy.
Then at 6am on Tuesday a woman in Taradale reported a young man frequently circling around female runners on his bike, making them feel uncomfortable. "We're keen to hear of any other incidents like this or anyone behaving suspiciously around female joggers," police said.
It was also timely to remind women jogging to be safety conscious, especially if they were in an isolated area.
Police are keen to speak to anyone who may have seen any of the incidents, including whether anyone has knowledge of the three men in the vehicle of the Thursday night attack.
Anyone with information should contact Constable Rhyan Honeyfield at HB Police on 06 831 0700.