Fibromyalgia-associated chronic pain occurring without organic causes exerts negative effects on patients' quality of life, thereby necessitating the development of superior drugs. Since non-organic pain in patients with fibromyalgia occurs without external stimuli, an endpoint measure that reflects patients' spontaneous pain should be implemented in preclinical research. The present study is the first to apply the rat grimace scale (RGS), a facial expression-dependent measure developed for quantifying spontaneous pain, to the rat with reserpine-induced myalgia, an animal model of fibromyalgia exhibiting non-organic pain. Animals were videotaped and still images of facial expressions were captured and scored in a blind fashion. The reserpine-induced myalgia rats exhibited a significant increase in the RGS score, which was sustained for 2 weeks or more after the induction of fibromyalgia-like state by reserpine injection. The period of RGS score elevation was similar to that of reduced paw withdrawal threshold (PWT) measured using the von Frey filament test, a conventional measure of evoked pain. The elevated RGS score and the decreased PWT were relieved by gabapentin (an α2δ subunit ligand) and duloxetine (a serotonin and noradrenaline reuptake inhibitor), but not by diclofenac (a nonsteroidal anti-inflammatory drug), buprenorphine (a mu-opioid receptor agonist), or diazepam (a benzodiazepine). The present study suggests that facial expressions in reserpine-induced myalgia rats simulate non-organic pain occurring spontaneously in patients with fibromyalgia. This finding achieves a coordination of pain measures between the animal model and patients with fibromyalgia and would improve the translation of analgesic efficacies between them.