There appears to be some evidence that bullies are more likely to have too much self-esteem rather than too little:

"The highest and lowest rates of cheating and bullying are found in different sub-categories of high self-esteem."

From: http://www.psychologicalscience.org/journals/pspi/pdf/pspi41...