Lexical approaches using pairwise semantic similarity of SENNA embeddings (DSM), as well as Wordnet Affective Database-based (WNA) labels perform poorly (Carrillo de Albornoz et al., 2010), showing the importance of syntax for this particular problem.
a syntactic tree kernel (SSTK) that ignores distributional semantic similarity between words, fails as expected.