The existence of specific somatic states associated with different  emotions remains controversial. In this study, we investigated the  profile of cardiorespiratory activity during the experience of fear,  anger, sadness and happiness. ECG and respiratory activity was recorded  in 43 healthy volunteers during the recall and experiential reliving of  one or two potent emotional autobiographical episodes and a neutral  episode. Univariate statistics indicated that the four emotions differed  from each other and from the neutral control condition on several  linear and spectral indices of cardiorespiratory activity. Dependent  variables were further reduced to five physiologically meaningful  factors using an exploratory principal component analysis (PCA).  Multivariate analyses of variance and effect size estimates calculated  on those factors confirmed the differences between the four emotion  conditions. A stepwise discriminant analyses predicting emotions using  the PCA factors led to a classification rate of 65.3% for the four  emotions (chance=25%; p=0.001) and of 72.0-83.3% for pair-wise  discrimination (chance=50%; p's<0.05). These findings may be  considered preliminary in view of the small sample on which the  multivariate approach has been applied. However, this study emphasizes  the need to better characterize the multidimensional factors involved in  cardio-respiratory regulation during emotion. These results are  consistent with the notion that distinct patterns of peripheral  physiological activity are associated with different emotions. 
http://www.ncbi.nlm.nih.gov/pubmed/16439033