It is impossible to say definitively if stress causes petechiae. While there appears to be a correlation between stress and common rashes like hives, there does not appear to be a link between stress and petechiae. However, since petechiae can be a sign of serious medical conditions, it is important to seek help from your doctor if you experience such symptoms during times of stress.