Yes, they do. Matt Cutts confirmed that putting text in bold helps in SERPS.
I want to know Does putting text in bold make a difference?
It makes a difference for readers and seo. Just do it right. Here is an example: http://www.bestwebimage.com/archives...ors-attention/
Yes it does matter a little bit - but see that you dont bold the entire thing :P