Young stressed businesswoman sitting with laptop and touching head with shocked facial expression. Surprised business person looking at laptop computer. Computer Reaction Faces are reaction face images used to express the emotions of someone sitting in front of a computer screen, which often take the form of comic illustrations and animated GIFs. The first computer reaction face instance is currently unknown. The Computer Reaction.