This study develops a brain-based signature using functional MRI to measure sustained pain intensity. Across six studies involving 334 participants, the signature distinguished sustained pain from other unpleasant experiences, predicted clinical low back pain severity, and identified shared brain connectivity patterns, suggesting potential applications in clinical pain assessment.