While celebrating Pentecost, Jesus’ followers were filled with the Holy Spirit. The Holy Spirit gave them the power to speak in different languages. Because of the holiday, there were many visitors from all over the world and Peter spoke about Jesus to the visitors. From What’s in the Bible? Volume 11.