published around the quarterly earnings announcements of non-financial S&P 500 firms over the period 2000-2016. I find that the … abnormal tone is more sensitive to negative earnings surprises than positive ones. Additionally, I report that investors … overreact to the abnormal tone contribution of web publications at earnings announcement dates, which generates a stock price …