Investigations of the pathophysiology of mental disorders have dramatically increased in the last decade. Such studies have however almost exclusively been performed in rodents submitted to environmental, pharmacological, surgical or genetic manipulations. In other words those models can be seen as induced as opposed to spontaneously occurring disorders, therefore carrying poor construct validity. Moreover, the diversity of behavioral changes induced is quite limited, conferring poor face validity. Finally, mimicking such complex disorders in species phylogenetically and behaviourally closer to Humans seems more appropriate. Thus, we investigated the existence of spontaneous atypical behaviors displayed by non-human primates (NHP) housed in stressful conditions and their possible similarity with symptoms of human mental disorders. Stressful conditions, imposed by the breeding process, are defined by a peer-rearing from 5-months old to 3-years old followed by housing in single cages; as opposed to large wild-like enclosure in social group. Forty males Macaca mulatta housed in single cage were observed using a scan sampling method, commonly used in Ethology. The parameters assessed were behaviors, body posture and orientation, direction of gaze and location in cage. Factor and cluster analysis were used to study inter-individual differences and revealed 4 distinct behavioral profiles. The inactive “depressive-like” profile contains males displaying mainly inactivity, a few changes of behaviors between the scans, a body facing the wall and located at the upper back corners of the cage. The self-centered “anxious-like” profile contains males displaying the higher levels of itching, yawning and self grooming. The “active-cautious” profile contains males quite active, exploring the cage and handling the feeding tray a lot, facing the wall as much as the front of the cage but standing at the back down corners of their cage. Finally the “active-aggressive” profile also contains males very active but displaying a lot of threatening faces and vocalizations toward the observer and standing at the front of the cage. Plus, motor stereotypic behaviors were observed among the 3 last profiles. These results suggest that NHP differ in their ways of coping with stress. As Humans, some individuals seem to be more severely affected by stressful events than others. The use of behavioral observations might allow us to find spontaneous model animals and forecast new perspectives in the study of mental disorders.