(1) Brain scans can show which regions become active during a task. (2) Colorful images make those results appear unusually direct. (3) Those images, however, are processed representations of changes in blood flow, not photographs of thoughts. (4) The visual appeal of the scans can therefore encourage overconfidence in what they prove.