Unsupervised Sentimental Analysis in R
In a truly unsupervised setting, the only possibility is to cluster the documents. Typically this would be done with topic modelling. Then the result could be evaluated by inspecting the words most associated with every topic, and assign a sentiment class to the whole topic/cluster, i.e. all the documents labelled with it.