In this study, the investigators will perform an exploratory randomized trial of Positive Psychology (PP). The trial will consist of 50 participants and will compare the impact of a phone-based PP intervention vs. an attentional control condition, in Major Depressive Disorder (MDD) patients who are hospitalized for SI or following a suicide attempt. This is a 12 week trial with 6 weeks of intervention and two blinded follow-up assessments at 6 and 12 weeks.