With the integration of neural network classifiers (NNC) in society, the perception of the physical world will switch from the human sensory perception to that of the NNC. This shift could have a huge impact on society, as unexpected decisions might emerge because of a clash between the two perceptions. In particular, with the rise of adversarial examples in the physical world. With this in mind, we propose an experimental setup as a reproduction of the study by Athalye et al. (2018) that could be of merit in Human-Computer Interaction (HCI) research. The proposed setup creates the possibility for the participant to experience the impact of adversarial examples and thus imagine society with embedded NNC.