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For the past 10 years, numerous authors have considered necessary the extension of the evaluation of interactive systems to user experience dimensions, with a special interest on emotions. Nevertheless, measuring emotions raises conceptual and methodological issues. This paper presents a synthesis of studies performed in the domain; as well as the issues raised and makes some suggestions in order to overcome them.