I would say that if you weren't sick before the exposure and feeling sick coincides with it, it may be a good indication that it is probably anxiety. As others said, anxiety can cause physical symptoms of sickness, and I also know well how almost impossible it is to discriminate those from organic symptoms of sickness sometimes. For me, the sick feelings usually go away when the mental symptoms also dissipate, for example when a panic attack stops.