round trip with stop in Beijing

Hi, I'm flying from Stockholm to Hong Kong with a 2 day stopover in Beijing. Will return the same route but only having a connection flight in Beijing airport. I'm a Brazilian passport holder. Do I need to apply for another visa exemption on the way back?