Unobtrusive Arousal Detection on The Web Using Pupillary Response

•We evaluated our arousal sensing algorithm on frustration-induced arousal.•Our algorithm is able to discriminate between normal moments and frustration.•We use unimodal sensor for ecological validity and potential for widespread use.•We used ecologically valid stimuli to support its applicability on the web.