Highlights • We found two distinct classes of smartphone feature use. • Higher levels of rumination were related to the heavy use class. • Higher levels of cognitive reappraisal were related to the heavy use class. • Heavy users scored higher on all problematic smartphone use outcomes. Abstract Little […]