Timer pieces differ from regular ones in that they have a scale on top of them. The scale decreases by one division with every move. You can get rid of timer pieces by making matches with them or by using power-ups (lightning bolts remove all the timer pieces of the relevant color).

IMPORTANT NOTE: you lose when the timer on any timer piece runs out.