Research on emotional design has studied several principles to make visual illustrations more appealing, with mixed results regarding learning outcomes. As no previous study has systematically assessed the effect of these principles on aesthetic judgement, an experimental study was conducted with 100 participants to evaluate the perceived beauty of images varying according to anthropomorphism, colours and dimensionality (2D/3D).