Digital culture has become instrumental for capturing and managing what Raymond Williams would once have called “structures of feeling”. The journal issue A Peer-Reviewed Journal About Machine Feeling alludes to this, and points to a material analysis of aesthetics and culture, including its technical and social forms, and in the way that this concept was originally employed as an acknowledgment of the importance of the hard to capture dimensions of everyday life. What potential new sensibilities and structures of feeling may arise in such normalized registers of our habits? What new cultural and social forms and practices emerge in the coming together of machine learning and structures of feeling? In each their own way, the authors in this journal explore these questions.