We are currently developing an adaptive, emotional, and expressive interface agent, which learns when and how to notify users about self-assigned tasks and events. In this paper, we describe the learning system and the user feedback mechanism we have designed. Then, we discuss issues concerning the expression of emotions, in the situation where the user should not be distracted by an adaptive tool and is not expected to create a strong relationship with it.