AFINN-111 - a list of English words rated for valence with an integerbetween minus five (negative) and plus five (positive). The words were manually labeled by Finn Årup Nielsen in 2009-2011.
Amazon product data - This dataset contains product reviews and metadata from Amazon, including 143.7 million reviews spanning May 1996 - July 2014.