I heard this awesome local band play awhile ago and I would just love to know what the heck they are playing. However, I have no idea what it is

Can anyone help me? What I need help with are the arpeggios around 0:31

The song is here: http://www.myspace.com/shakeitband

and the song I really want to learn is "If These Secrets Could Talk"