The present application relates generally to haptic feedback actuators and their construction and use in touch based systems. The haptic feedback actuators are suitably bilayer structures including at least two materials having different thermal coefficients, allowing the structure to deflect from a first position to a second position in response to heating and/or cooling of the structure.