We present the Positive Valence Systems Scale (PVSS), a measure of the National Institute of Mental Health’s Research Domain Criteria Positive Valence Systems domain. An initial long form of the scale (45 items) providing a broad assessment of the domain was distilled into a short form (21 items) measuring responses to a wide range of rewards (Food, Physical Touch, Outdoors, Positive Feedback, Social Interactions, Hobbies, and Goals). Across three diverse samples, the PVSS-21 demonstrated strong internal consistency, retest reliability, and factorial validity. It was more strongly related to reward than punishment sensitivity, positive than negative affect, and depression than anxiety. PVSS-21 scores discriminated depressed from nondepressed individuals and predicted anhedonia severity even when controlling for depression status. Hobbies emerged as the strongest predictor of clinical outcomes and the best differentiator of depressed and nondepressed individuals. Results highlight the potential of the PVSS for advancing understanding of reward-related abnormalities in depression and other disorders.
American Psychiatric Association. (2013). Diagnostic and statistical manual of mental disorders (5th ed.). Washington, DC: Author.
2.
BallS. A.ZuckermanM. (1990). Sensation seeking, Eysenck’s personality dimensions and reinforcement sensitivity in concept formation. Personality and Individual Differences, 11, 343-353.
3.
BallardR. (1992). Short forms of the Marlowe-Crowne Social Desirability Scale. Psychological Reports, 71, 1155-1160.
4.
BrownT. A.BarlowD. H. (2014). Anxiety and related disorders interview schedule for DSM-5, adult and lifetime version: Clinician manual. New York, NY: Oxford University Press.
5.
Campbell-SillsL.LiverantG. I.BrownT. A. (2004). Psychometric evaluation of the Behavioral Inhibition/Behavioral Activation Scales in a large sample of outpatients with anxiety and mood disorders. Psychological Assessment, 16, 244-254.
6.
CarletonR. N.CollimoreK. C.McCabeR. E.AntonyM. M. (2011). Addressing revisions to the Brief Fear of Negative Evaluation scale: Measuring fear of negative evaluation across anxiety and mood disorders. Journal of Anxiety Disorders, 25, 822-828.
7.
CarvalhoJ. P.GawrysiakM. J.HellmuthJ. C.McNultyJ. K.MagidsonJ. F.LejuezC. W.HopkoD. R. (2011). The Reward Probability Index: Design and validation of a scale measuring access to environmental reward. Behavior Therapy, 42, 249-262.
8.
CarverC. S.WhiteT. L. (1994). Behavioral inhibition, behavioral activation, and affective responses to impending reward and punishment: The BIS/BAS Scales. Journal of Personality and Social Psychology, 67, 319-333.
9.
ChapmanL. J.ChapmanJ. P.RaulinM. L. (1976). Scales for physical and social anhedonia. Journal of Abnormal Psychology, 85, 374-382.
10.
ChenF. F.WestS. G.SousaK. H. (2006). A comparison of bifactor and second-order models of quality of life. Multivariate Behavioral Research, 41, 189-225.
11.
ClarkL. A.WatsonD. (1991). Tripartite model of anxiety and depression: Psychometric evidence and taxonomic implications. Journal of Abnormal Psychology, 100, 316-336.
CohenJ.CohenP. (1983). Applied multiple regression/correlation analysis for the behavioral sciences (2nd ed.). Hillsdale, NJ: Lawrence Erlbaum.
14.
CorrP. J.CooperA. J. (2016). The Reinforcement Sensitivity Theory of Personality Questionnaire (RST-PQ): Development and validation. Psychological Assessment, 28, 1427-1440.
15.
CostaP. T.McCraeR. R. (1992). Normal personality assessment in clinical practice: The NEO Personality Inventory. Psychological Assessment, 4, 5-13.
16.
CraskeM. G.MeuretA. E.RitzT.TreanorM.DourH. J. (2016). Treatment for anhedonia: A neuroscience driven approach. Depression & Anxiety, 33, 927-938.
17.
CrawfordJ. R.HenryJ. D. (2004). The positive and negative affect schedule (PANAS): Construct validity, measurement properties and normative data in a large non-clinical sample. British Journal of Clinical Psychology, 43, 245-265.
18.
CuthbertB. N. (2015). Research Domain Criteria: Toward future psychiatric nosologies. Dialogues in Clinical Neuroscience, 17(1), 89-97.
19.
DaweS.LoxtonN. J. (2004). The role of impulsivity in the development of substance use and eating disorders. Neuroscience & Biobehavioral Reviews, 28, 343-351.
20.
Der-AvakianA.MarkouA. (2012). The neurobiology of anhedonia and other reward-related deficits. Trends in Neuroscience, 35, 68-77.
21.
DollingerS. J. (2003). Need for uniqueness, need for cognition, and creativity. Journal of Creative Behavior, 37, 99-116.
22.
DutraS. J.CunninghamW. A.KoberH.GruberJ. (2015). Elevated striatal reactivity across monetary and social rewards in bipolar I disorder. Journal of Abnormal Psychology, 124, 890-904.
23.
FawcettJ.ClarkD. C.ScheftnerW. A.GibbonsR. D. (1983). Assessing anhedonia in psychiatric patients: The Pleasure Scale. Archives of General Psychiatry, 40, 79-84.
24.
FersterC. B. (1973). A functional analysis of depression. American Psychologist, 28, 857-870. doi:10.1093/nar/gks1195
25.
ForbesE. E.DahlR. E. (2012). Altered reward function in adolescent depression: What, when and how?Journal of Child Psychology and Psychiatry, 53, 3-15.
26.
GardD. E.GardM. G.KringA. M.JohnO. P. (2006). Anticipatory and consummatory components of the experience of pleasure: A scale development study. Journal of Research in Personality, 40, 1086-1102.
27.
GomezR.GomezA. (2005). Convergent, discriminant and concurrent validities of measures of the behavioural approach and behavioural inhibition systems: Confirmatory factor analytic approach. Personality and Individual Differences, 38, 87-102.
28.
GoodingD. C.PflumM. J. (2014). The assessment of interpersonal pleasure: Introduction of the Anticipatory and Consummatory Interpersonal Pleasure Scale (ACIPS) and preliminary findings. Psychiatry Research, 215, 237-243.
29.
GoodmanJ. K.CryderC. E.CheemaA. (2013). Data collection in a flat world: The strengths and weaknesses of Mechanical Turk samples. Journal of Behavioral Decision Making, 26, 213-224.
30.
GrayJ. A. (1994). Framework for a taxonomy of psychiatric disorders. In van GoozenS. H. M.van de ProllN. E.SergeantJ. (Eds.), Emotions: Essays on emotion theory (pp. 29-59). Hillsdale, NJ: Lawrence Erlbaum.
31.
GreenbergT.ChaseH. W.AlmeidaJ. R.StifflerR.ZevallosC. R.AslamH. A.. . .PhillipsM. L. (2015). Moderation of the relationship between reward expectancy and prediction error-related ventral striatal reactivity by anhedonia in unmedicated major depressive disorder: Findings from the EMBARC study. American Journal of Psychiatry, 172,881-891.
32.
GruberJ.JohnsonS. L.OveisC.KeltnerD. (2008). Risk for mania and positive emotional responding: Too much of a good thing?Emotion, 8, 23-33.
33.
HooperD.CoughlanJ.MullenM (2008). Structural equation modeling: Guidelines for determining model fit. Electronic Journal of Business Research Methods, 6, 53-60.
34.
HuL.BentlerP. M. (1999). Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives, Structural Equation Modeling: A Multidisciplinary Journal, 6, 1-55.
35.
HuangJ. L.CurranP. G.KeeneyJ.PoposkiE. M.DeShonR. P. (2012). Detecting and deterring insufficient effort responding to surveys. Journal of Business and Psychology, 27, 99-114.
36.
HughesJ. R.CallasP. W.PriestJ. S.EtterJ. F.BudneyA. J.SigmonS. C. (2017). Development of a self-report measure of reward sensitivity: A test in current and former smokers. Nicotine Tobacco Research, 19, 723-728.
37.
IBM Corp. (2016). IBM SPSS Statistics for Macintosh (Version 24.0) [Computer software]. Armonk, NY: Author.
38.
InselT.CuthbertB.GarveyM.HeinssenR.KozakM.PineD. S.. . .WangP. (2010). Research Domain Criteria (RDoC): Toward a new classification framework for research on mental disorders. American Journal of Psychiatry, 167, 748-751.
39.
JennrichR. I.BentlerP. M. (2012). Exploratory bi-factor analysis: The oblique case. Psychometrika, 77, 442-454. doi:10.1007/s11336-012-9269-1
40.
JohnO. P.SrivastavaS. (1999). The Big Five trait taxonomy: History, measurement, and theoretical perspectives. In PervinL. A.JohnO. P. (Eds.), Handbook of personality: Theory and research (Vol. 2, pp. 102-138). New York, NY: Guilford Press.
41.
JohnsonS. L.FulfordD.CarverC. S. (2012). The double-edged sword of goal engagement: Consequences of goal pursuit in bipolar disorder. Clinical Psychology & Psychotherapy, 19, 352-362.
42.
JormA. F.ChristensenH.HendersonA. S.JacombP. A.KortenA. E.RodgersB. (1998). Using the BIS/BAS scales to measure behavioural inhibition and behavioural activation: Factor structure, validity and norms in a large community sample. Personality and Individual Differences, 26, 49-58.
43.
KaiserH. F. (1960). The application of electronic computers to factor analysis. Educational and Psychological Measurement, 20, 141-151.
44.
KanterJ. W.MulickP. S.BuschA. M.BerlinK. S.MartellC. R. (2007). The Behavioral Activation for Depression Scale (BADS): Psychometric properties and factor structure. Journal of Psychopathology and Behavioral Assessment, 29, 191-202.
45.
KashdanT. B.ZvolenskyM. J.McLeishA. C. (2008). Anxiety sensitivity and affect regulatory strategies: Individual and interactive risk factors for anxiety-related symptoms. Journal of Anxiety Disorders, 22, 429-440.
46.
KayeW. H.FudgeJ. L.PaulusM. (2009). New insights into symptoms and neurocircuit function of anorexia nervosa. Nature Reviews, Neuroscience, 10, 573-584.
47.
KeoghE.ReidyJ. (2000). Exploring the factor structure of the Mood and Anxiety Symptom Questionnaire (MASQ). Journal of Personality Assessment, 74, 106-125.
48.
KroenkeK.SpitzerR. L.WilliamsJ. B. (2001). The PHQ-9: Validity of a brief depression severity measure. Journal of General Internal Medicine, 16, 606-613.
49.
LeventhalA. M.ChassonG. S.TapiaE.MillerE. K.PettitJ. W. (2006). Measuring hedonic capacity in depression: A psychometric analysis of three anhedonia scales. Journal of Clinical Psychology, 62, 1545-1558.
50.
LitmanL.RobinsonJ.RosenzweigC. (2015). The relationship between motivation, monetary compensation, and data quality among US- and India-based workers on Mechanical Turk. Behavior Research Methods, 47, 519-528.
51.
LiuX.HairstonJ.SchrierM.FanJ. (2011). Common and distinct networks underlying reward valence and processing stages: A meta-analysis of functional neuroimaging studies. Neuroscience & Biobehavioral Reviews, 35, 1219-1236.
52.
LlerenaK.ParkS. G.McCarthyJ. M.CoutureS. M.BennettM. E.BlanchardJ. J. (2013). The Motivation and Pleasure Scale–Self-Report (MAP-SR): Reliability and validity of a self-report measure of negative symptoms. Comprehensive Psychiatry, 54, 568-574.
53.
LooR.ThorpeK. (2000). Confirmatory factor analyses of the full and short versions of the Marlowe-Crowne Social Desirability Scale. Journal of Social Psychology, 140,628-635.
54.
MeadeA. W.CraigS. B. (2012). Identifying careless responses in survey data. Psychological Methods, 17, 437-455.
55.
MeadsD. M.BentallR. P. (2008). Rasch analysis and item reduction of the Hypomanic Personality Scale. Personality and Individual Differences, 44, 1772-1783.
56.
MoreyL. C. (2007). The Personality Assessment Inventory professional manual. Lutz, FL: Psychological Assessment Resources.
57.
MorrisS. E.VaidyanathanU.CuthbertB. N. (2015). Psychophysiological science and the Research Domain Criteria: A commentary. International Journal of Psychophysiology, 98, 378-380.
58.
MuthénL. K.MuthénB. O. (1998-2015). Mplus user’s guide (7th ed.). Los Angeles, CA: Muthén & Muthén.
59.
Naragon-GaineyK.WatsonD. (2014). Consensually defined facets of personality as prospective predictors of change in depression symptoms. Assessment, 21, 387-403.
60.
Naragon-GaineyK.WatsonD.MarkonK. E. (2009). Differential relations of depression and social anxiety symptoms to the facets of extraversion/positive emotionality. Journal of Abnormal Psychology, 118, 229-310.
NusslockR.AlloyL. B. (2017). Reward processing and mood-related symptoms: An RDoC and translational neuroscience perspective. Journal of Affective Disorders, 216, 3-16.
66.
OlinoT. M.McMakinD. L.ForbesE. E. (2018). Toward an empirical multidimensional structure of anhedonia, reward sensitivity, and positive emotionality: An exploratory factor analytic study. Assessment, 25, 679-690.
67.
OlinoT. M.SilkJ. S.OsterritterC.ForbesE. E. (2015). Social reward in youth at risk for depression: A preliminary investigation of subjective and neural differences. Journal of Child and Adolescent Psychopharmacology, 25, 711-721.
68.
OsborneJ. W.CostelloA. B. (2005). Best practices in exploratory factor analysis: Four recommendations for getting the most from your analysis. Practical Assessment, Research & Evaluation, 10(7), 1-9.
69.
PeerE.VosgerauJ.AcquistiA. (2014). Reputation as a sufficient condition for data quality on Amazon Mechanical Turk. Behavior Research Methods, 46, 1023-1031.
70.
PizzagalliD. A.IosifescuD.HallettL. A.RatnerK. G.FavaM. (2008). Reduced hedonic capacity in major depressive disorder: Evidence from a probabilistic reward task. Journal of Psychiatric Research, 43, 76-87.
71.
ReiseS. P. (2012). The rediscovery of bifactor measurement models. Multivariate Behavioral Research, 47, 667-696.
72.
RidderinkhofK. R.Van Den WildenbergW. P.SegalowitzS. J.CarterC. S. (2004). Neurocognitive mechanisms of cognitive control: The role of prefrontal cortex in action selection, response inhibition, performance monitoring, and reward-based learning. Brain and Cognition, 56, 129-140.
73.
RizviS. J.PizzagalliD. A.SprouleB. A.KennedyS. H. (2016). Assessing anhedonia in depression: Potentials and pitfalls. Neuroscience & Biobehavioral Reviews, 65, 21-35.
74.
RizviS. J.QuiltyL. C.SprouleB. A.CyriacA.Michael BagbyR.KennedyS. H. (2015). Development and validation of the Dimensional Anhedonia Rating Scale (DARS) in a community sample and individuals with major depression. Psychiatry Research, 229, 109-119.
75.
RodebaughT. L.WoodsC. M.ThissenD. M.HeimbergR. G.ChamblessD. L.RapeeR. M. (2004). More information from fewer questions: The factor structure and item properties of the original and brief Fear of Negative Evaluation Scale. Psychological Assessment, 16, 169-181.
76.
RodriguezA.ReiseS. P.HavilandM. G. (2016a). Applying bifactor statistical indices in the evaluation of psychological measures. Journal of Personality Assessment, 98,223-237.
77.
RodriguezA.ReiseS. P.HavilandM. G. (2016b). Evaluating bifactor models: Calculating and interpreting statistical indices. Psychological Methods, 21, 137-151.
78.
RuscioJ.RocheB. (2012). Determining the number of factors to retain in an exploratory factor analysis using comparison data of known factorial structure. Psychological Assessment, 24, 282-292.
79.
RybaM. M.HopkoD. R. (2012). Gender differences in depression: Assessing mediational effects of overt behaviors and environmental reward through daily diary monitoring. Depression Research and Treatment, 2012, 865679. doi:10.1155/2012/865679
80.
Schultze-LutterF. (2009). Subjective symptoms of schizophrenia in research and the clinic: The basic symptom concept. Schizophrenia Bulletin, 35(1), 5-8.
81.
ShankmanS. A.KatzA. C.DeLizzaA. A.SarapasC.GorkaS. M.CampbellM. L. (2014). The different facets of anhedonia and their associations with different psychopathologies. In RitsnerM. S. (Ed.), Anhedonia: A comprehensive handbook: Volume I: Conceptual advances and neurobiological advances (pp. 3-22). Dordrecht, Netherlands: Springer.
82.
SilviaP. J.WigertB.Reiter-PalmonR.KaufmanJ. C. (2012). Assessing creativity with self-report scales: A review and empirical evaluation. Psychology of Aesthetics, Creativity, and the Arts, 6(1), 19-34.
83.
SnaithR. P.HamiltonM.MorleyS.HumayanA.HargreavesD.TrigwellP. (1995). A scale for the assessment of hedonic tone: The Snaith-Hamilton Pleasure Scale. British Journal of Psychiatry, 167, 99-103.
84.
StantonK.WatsonD. (2015). Replicable facets of positive emotionality and their relations to psychopathology. Assessment, 22, 665-680.
85.
TorrubiaR.AvilaC.MoltóJ.CaserasX. (2001). The Sensitivity to Punishment and Sensitivity to Reward Questionnaire (SPSRQ) as a measure of Gray’s anxiety and impulsivity dimensions. Personality and Individual Differences, 31, 837-862.
86.
TreadwayM. T.BuckholtzJ. W.SchwartzmanA. N.LambertW. E.ZaldD. H. (2009). Worth the “EEfRT?” The effort expenditure for rewards task as an objective measure of motivation and anhedonia. PLoS ONE, 4, e6598. doi:10.1371/journal.pone.0006598
87.
TreadwayM. T.ZaldD. H. (2011). Reconsidering anhedonia in depression: Lessons from translational neuroscience. Neuroscience & Biobehavioral Reviews, 35, 537-555.
88.
TyrerP.NurU.CrawfordM.KarlsenS.MacLeanC.RaoB.JohnsonT. (2005). The Social Functioning Questionnaire: A rapid and robust measure of perceived functioning. International Journal of Social Psychiatry, 51, 265-275.
89.
WatsonD.ClarkL. A.TellegenA. (1988). Development and validation of brief measures of positive and negative affect: The PANAS scales. Journal of Personality and Social Psychology, 54, 1063-1070.
90.
WatsonD.Naragon-GaineyK. (2010). On the specificity of positive emotional dysfunction in psychopathology: Evidence from the mood and anxiety disorders and schizophrenia/schizotypy. Clinical Psychology Review, 30, 839-848.
91.
WatsonD.StantonK.ClarkL. A. (2017). Self-report indicators of negative valence constructs within the Research Domain Criteria (RDoC): A critical review. Journal of Affective Disorders, 216, 58-69.
92.
WatsonD.StasikS. M.Ellickson-LarewS.StantonK. (2015). Extraversion and psychopathology: A facet-level analysis. Journal of Abnormal Psychology, 124, 432-436.
93.
WatsonD.WeberK.AssenheimerJ. S.ClarkL. A.StraussM. E.McCormickR. A. (1995). Testing a tripartite Model I: Evaluating the convergent and discriminant validity of anxiety and depression symptom scales. Journal of Abnormal Psychology, 104, 3-14.
94.
WinerE.VeilleuxJ.GingerE. (2014). Development and validation of the Specific Loss of Interest and Pleasure Scale (SLIPS). Journal of Affective Disorders, 152-154, 193-201.
95.
YufikT.SimmsL. J. (2010). A meta-analytic investigation of the structure of posttraumatic stress disorder symptoms. Journal of Abnormal Psychology, 119, 764-776.
96.
ZhangH.HarrisL.SplitM.TroianiV.OlsonI. R. (2016). Subclinical anhedonia and individual differences in orbitofrontal cortex sulcogyral morphology. Human Brain Mapping, 37, 3873-3811.
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