In primates, the perception of bitter taste may be an essential mechanism for avoiding the ingestion of bitter, and often toxic, substances. Bitterness sensitivity varies across the different primate species and, for bitter thioure substances (e.g., phenylthiocarbamide-PTC), within species. Primates respond to bitterness by displaying aversive affective reactions, and whether these serve for conspecifics as information on the taste of food is still unclear. The aim of this study was to investigate the response to two bitter substances (quinine and PTC) in 11 primate species (N = 29 individuals) hosted at the Ménagerie du Jardin des Plantes, in relation to their main diet tendency and weaning age. We tested primate reactions to bitterness with a two-bottle method. The study individuals showed a strong aversion to bitter taste, minimizing consumption of both bitter solutions. All of the individuals were PTC-taster phenotypes, but the degrees of sensitivity to PTC varied among the individuals. Across-species comparisons revealed that whereas the degree of frugivory of the species had a negative effect on the consumption of bitter solutions by the individuals, a later weaning age seems to be a better predictor for the occurrence of aversive affective reactions. Although the low sample size does not allow for excluding interindividual variability, our results support the hypothesis that affective reactions to bitterness may be trustworthy information for conspecifics during the learning process. Thus, the evolution of the appropriate perceiver systems to convert affective displays into true affective signals could be a shared trait among human and nonhuman primates.