Unemployment has negative consequences for individuals’ psychological well-being. Consequently, interventions should be designed and implemented to alleviate the psychological burden of unemployment. The design of these interventions should, however, be approached with care, as ‘the unemployed’ may not be a homogeneous group. The aim of the study was to determine whether the four already identified (the optimists, the desperate, the discouraged, and the adapted) South African unemployment profiles could be replicated in other unemployed communities in South Africa. The study also aimed to examine the associations between these profiles and negative emotions and basic psychological need frustration. To establish the replicability of the types, a multiphased sampling design was followed to recruit 867 unemployed people residing in Boipatong and Orange Farm in the Gauteng Province in South Africa. Through latent profile analysis, the study replicated the four profiles: the optimists, the desperate, the discouraged, and the adapted. The profiles were differentially associated with negative emotions and psychological need frustration, further attesting to the validity of the profiles. The results of the study can be applied towards creating tailored interventions for the different types of unemployed people from South African communities to enhance the efficacy of these interventions.