Støre is the son of ship-owner Ulf Jonas Støre and Unni Gahr. He attended Berg School in Oslo followed by naval officer training at the Royal Norwegian Naval Academy. He later studied political science at the Sciences Po in Paris. He enrolled as a PhD student at the London School of Economics, but withdrew after a few weeks, as he decided not to pursue an academic career.