Both claims, the need for large amounts of gold data and the lack of affective information in pre-trained word embeddings, may largely impede the feasibility of DL in lowresource scenarios. Yet, in this paper, we provide strong, first-time evidence that both, in actuality, turn out to be misconceptions. (Strapparava and Mihalcea, 2007) .