Background: This preliminary study was undertaken to assess and compare the psychological profiles of patients with chronic inflammatory rheumatisms (CIRs), rheumatoid arthritis (RA) or spondyloarthritis (SpA), to try to identify a particular emotional profile compared to patients without CIRs. Emotional repression, i.e., a tendency to inhibit the expression of negative feelings and/or unpleasant thoughts, has been the most studied. Methods: This monocenter observational pilot study included patients followed in a university rheumatology department who underwent systematic assessment of different psychological parameters by an experienced psychiatrist. The clinical and biological characteristics of their rheumatisms were collected. Comparisons were performed used Chi 2 or Fisher’s exact tests. Results: Fifty-nine patients were assessed: 47 with CIRs (27 RA and 20 SpA) and 12 non-CIR controls (nine osteoarthritis, and one each viral disease, osteoporosis or osteomalacia). The rates of severe emotional repression, and the rates of severe early life events, were higher in the group of CIR patients than in the control group (respectively P = 0.02, P = 0.02). In contrast, the rates of severe psychological and somatic complaints were significantly higher than in the control group (respectively, P <0.01 and P =0.01). Conclusion: Our results confirm the importance of emotional repression in coping with various traumatic life events which contribute to the etiology and/or evolution of CIRs. They suggest that these patients would probably benefit from psychotherapy in addition to medical management of their CIRs.