Contrarian investors take a bet that the current sentiment in the stock / sector is over exaggerate… hence they expect the counter sentiment to emerge. The sentiment could be bullish or bearish.
For example till recently Titan industries Ltd was massively sold by investors in the backdrop of gold import duty issues. Sentiment was highly bearish…however contrarian investors thought that the negative sentiment is over exaggerated and they ended up buying the stock.