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CerebralCortex,2023,1–11
/10.1093/cercor/bhad069
OriginalArticle
Theimpactofsocialdistanceontheprocessingofsocialevaluation:evidencefrombrainpotentialsandneuraloscillations
XinmuHu1,YinlingZhang1,XiaoqinMai1,2,3,*
1DepartmentofPsychology,RenminUniversityofChina,Beijing100872,China,
2LaboratoryofDepartmentofPsychology,RenminUniversityofChina,Beijing100872,China,
3InterdisciplinaryPlatformofPhilosophyandCognitiveScience,RenminUniversityofChina,Beijing100872,China
*Correspondingauthor:DepartmentofPsychology,RenminUniversityofChina,Beijing100872,China.Email:
maixq@
Previousresearchindicatesthatsocialdistancecaninfluencepeople’ssocialevaluationsofothers.Individualstendtoevaluateintimateothersmorepositivelythandistantothers.Thepresentstudyinvestigatesthemodulatingeffectofsocialdistanceonthetimecourseunderlyingindividuals’evaluationprocessesofothersusingadequateelectroencephalographymethods.Theresultsrevealthatintheinitialprocessingstage,theP2componentislargerwhenfriendsarenegativelyevaluated,whereasthispatternistheoppositeforstrangers.Inthesecondstage,medialfrontalnegativityandearlymid-frontalthetabandactivityisenhancedfornegativeevaluationsoffriends,whereasthiseffectisabsentinsocialevaluationsofstrangers.Atthelatestage,theP3islargerforpositiveevaluationsoffriendsbutinsensitivetosocialevaluationsofstrangers,andthelatemid-frontalthetaisalsomodulatedbysocialdistance.Thesefindingsprovidedirectandpowerfulevidencethatsocialdistancemodulatesindividuals’evaluationsofotherswithdifferentlevelsofintimacythroughoutallprocessingstages.
Keywords:socialevaluation;socialdistance;electroencephalography(EEG);medialfrontalnegativity(MFN);mid-frontalthetaactivity.
Introduction
Inasocialworld,peopleinteractwithothersatvariouslevelsofintimacy.Socialdistancecaneffectivelyreflectpsychologicalintimacybetweenoneselfandothers(
Tesser1988
).Generally,associaldistancegetscloser,peoplebecomeincreasinglyintimate(
Liuetal.2021
).Construalleveltheorysuggeststhattheperceivedpsychologicalintimacybetweentheselfandotherscouldaffectsubsequentmotivations,judgments,anddecisions(
Tropeetal.
2007).Socialidentitytheoryindicatesthatpeopledefineandevaluateothersintermsofsocialdistanceandtendtobemoti-vatedtojudgethoseatacloserdistance,suchasfriends,morepositivelycomparedwithmoredistantothers,suchasstrangers,andfavortheformeroverthelatterwhendistributingmoneyorresources(
TajfelandTurner1979
;
CrandallandEshleman2003
;
Durrheimetal.2016
).However,wouldevaluatingintimateothers,asopposedtostrangers,involveoverlappingordistinctneuralcorrelates?Thepresentstudyaimedtoexplorethisquestionfromaneuroscientificperspective.
Severalstudieshavefocusedondownstreamprocessesinfluencedbysocialdistance.Thoseresultsfoundthatpeopleexpressgreaterempathyfor,behavemorecooperativelytoward,andmorepositivelyevaluatecloseothersthandistantones(
RatnerandAmodio2013
;
Ballietetal.2014
;
Ofanetal.2014
;
ScheepersandDerks2016
).Furthermore,behavioralevidencehasshownthatindividualsexhibitmoreprosocialbehaviortowardintimateratherthandistantothers(
Levineetal.2005
).Recentneuroscienceresearchhasexaminedtheneuralmechanisms
underlyingsocialdistanceprocessesandsearchedforlinksbetweentheseprocessesandhumanbehaviors.
Functionalmagneticresonanceimaging(fMRI)studieshaverevealedthataffect-drivenevaluationsofintimatepersonsappeartobecharacterizedbyincreasedactivityintheventralmedialprefrontalcortex(vmPFC)andanteriorcingulatecortex(ACC),whichreflectsstrongempathy,mentalizing,andhuman-izationofcloseothers(
Beeretal.2003
;
Xuetal.2009
;
Cikaraand
VanBavel2014;
MolenberghsandMorrison2014
).Forexample,participantsinonefMRIstudywereexposedtoanimatedstimuliinpainfulandnon-painfulsituations.Theywereinstructedtoimaginethesescenariosfromthreedifferentperspectivesafterbeingprimedwiththeirrespectivephotographs:self,lovedone,andstranger.TheresultsshowedthatadoptingtheperspectiveofalovedoneincreasedactivityintheACCandinsula,whereasimaginingastrangerinducedasignalincreaseintherighttemporoparietaljunction(TPJ)andsuperiorfrontalgyrus.Theclosertherelationshipparticipantshadwiththeirpartners,thegreaterthedeactivationintherightTPJ.Theseresultsdemonstratethatsocialdistanceaffectsthebottom-upinformationprocessinginvolvedinempathy,asindicatedbythegreateroverlapbetweenneuralrepresentationsoftheselfandothers(
Chengetal.2010
).
Humansliveincomplexsocialenvironments,andmotiva-
tionsandbehaviorsinducedbysocialdistancehavebeeniden-tifiedasrapidprocesses(
Ashburn-Nardoetal.2001
;
Molenberghs
etal.2013).Therefore,exploringthetimecourseoftheneural
Downloadedfrom/cercor/advance-article/doi/10.1093/cercor/bhad069/7077151byStanfordUniversityLibrariesuseron18May2023
Received:December22,2022.Revised:February14,2023.Accepted:February15,2023
©TheAuthor(s)2023.PublishedbyOxfordUniversityPress.Allrightsreserved.Forpermissions,pleasee-mail:
journals.permission@.
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processesinvolvedinbottom-upinformationprocessingaffectedbysocialdistanceisofgreatimportance.ComparedwiththefMRIapproach,thehightemporalresolutionofevent-relatedpotentials(ERPs)offersanappropriatemethodforexaminingthetimecourseofsocialevaluationinducedbysocialdistance.Inthepresentstudy,weexaminedtheeffectsofsocialdistanceonvariousprocessingstagesofsocialevaluationofotherswithdifferentlevelsofintimacy.
ThreeERPcomponents,theP2,medialfrontalnegativity(MFN),andP3,havebeenfoundtobeparticularlysensitivetoevalua-tiveprocessing.TheP2isapositivefrontalcomponentpeakingwithin150and250msfollowingstimulusonset,andplaysanimportantroleintheearlyprocessingofattentioncapture,vig-ilancetothreateningandnovelcues,andstimulusevaluation(
Nieuwenhuisetal.2004
;
Bar-Haimetal.2005
;
Correlletal.2006
;
DickterandBartholow2007
),reflectingautomatic,rapid,andlow-levelprocessingofstimuli(
Jerónimoetal.2017
).Generally,stim-uliconferredhighermotivationalrelevanceelicitedalargerP2(
SchindlerandKissler2016
).Giventhatsocialperceptiontendstobeautomaticallyaffectedbysocialdistance,theP2isconsideredagoodindicatoroftheautomaticprocessingofsocialdistanceinformation.
TheMFNisanegativedeflectionatfrontocentralscalpsitesthatpeaksapproximately200–350msafteroutcomeonset,pre-sumablygeneratedintheACC,abrainareareflectingsocialpainelicitedwhenapersonisnegativelyevaluatedorsociallyrejected(
Somervilleetal.2006
;
Krossetal.2011
;
Rotgeetal.2015
;
Dedovic
etal.2016).TheMFNalsodepictsrapidprocessingofthecurrentoutcomeona“good–bad”dimension(
Miltneretal.1997
;
Gehring
andWilloughby2002).SeveralstudieshaveindicatedthattheMFNismorepronouncedfornegativestimulithanforpositivestimuli(
GehringandWilloughby2002
;
Sidarusetal.2017
)andishighlysensitivetoexpectancyviolations(
Hajcaketal.2007
;
Marcianoetal.2018
).Inaddition,theMFNhasbeendemonstratedtobeaffectedbysomesocialfactorssuchassocialdistance,socialrejection,andempathy(
FukushimaandHiraki2006
;
Kujawaetal.
2014;
Liuetal.2021
).
FollowingtheMFN,theP3isacentroparietalpositivecompo-nentthatpeakswithin300–600msfollowingstimulusonsetandplaysavitalroleinevaluativeprocessing(
HolroydandColes2002
;
YeungandSanfey2004
;
Nieuwenhuisetal.2005
).TheP3islargerforpositivestimulithanfornegativestimuli,andforlargerewardsthanforsmallrewards(
Holroydetal.2006
;
Guetal.2010
;
Hewig
etal.2011),andissensitivetosocialfactorssuchasinterpersonalrelationships(
Maetal.2011
;
LengandZhou2014
;
Zhangetal.
2021)andempathy(
Ikezawaetal.
2014).ResearchersbelievethatP3isrelatedtotheallocationofattentionalresourcesandhigh-levelaffectiveevaluationsofoutcomes(
Nieuwenhuisetal.
2005;
Polich2007
;
HuandMai2021
;
Liuetal.2021
).EvaluativeprocessingstudieshaveshownthattheP3islargerforwordsrelatedtoemotionalsocialevaluationthanforneutralwords(
SchindlerandKissler2016
).
InadditiontoERPanalysis,time-frequencyanalysishasrecentlybeenusedtoexaminetheneuralbasisofevaluativeprocessing.Thetaoscillationsspatiallyandtemporallyorganizeneuralprocessingthroughoutthehumancortex(
Zhangetal.
2018).Themid-frontaltheta,whichistypicallycapturedusingfrontocentralelectrodes,isinvolvedinsaliencedetectionandcog-nitivecontrol,suchasperformancemonitoringandinformationintegration(
CavanaghandFrank2014
;
DarribaandWaszak2018
).Recentstudiesfoundthat,duringtheperceptionofevaluativefeedback,earlyoscillationofthefrontalthetawithpowerpeaksof50–250mswassensitivetothefeedbacksourceandvalence,and
wasespeciallygreaterfornegativesocialfeedback(
Pfabiganand
Han2019;
Zhangetal.2022
).Furthermore,
VanderMolenetal.
(2016)foundthatlatethetaactivityincreasedforunexpectednegativefeedbackcomparedtounexpectedpositivefeedback.
Althoughextensiveresearchhasinvestigatedtherelationshipbetweensocialdistanceandsocialevaluationinanexplicitway,littleisknownabouthowweevaluateothersinanimplicitway.Electroencephalography(EEG)isanexcellenttechniqueforassessingspontaneoussocialevaluationofothersduetoitshightemporalresolution.Furthermore,itallowsformeasurementofthevariationsintheextenttowhichpeople’sbrainsprocessevaluativeinformationimplicitlyandrapidly.Withthisapproach,wesoughttoexplorehowthetimecourseofthebrainactivityunderlyingsocialevaluationprocessesofsocialagentsvarieswithdifferentlevelsofintimacy.Weexpectthatourfindingscouldextendtheknowledgeoftheneuralunderpinningofsocialdistancemodulatingsocialevaluationprocessingbyprovidingatemporaldescriptionofthemodulation.Moreover,thepresentstudycanalsoprovidemoredirectevidenceforalinkbetweensocialevaluationandneuralmarkersoftheself.Electrophysio-logicalresultscouldfurtherprovidenewevidencessupportingthesocialidentitytheory,whichsuggeststhatpeopletendtoshowfavoritismtowardtheircloseonesandevaluatethemmorepositivelyrelativetostrangers(
Brewer2007
;
ScheepersandDerks
2016).Therefore,weemployedanimplicitsocialevaluationtaskmodifiedfromthesocialevaluationparadigmusedby
Somerville
etal.(
2006)and
Yangetal.(2016)
toinvestigatethetemporalpro-cessingoftheeffectofsocialdistanceonindividuals’socialeval-
uationsfromtw
operspectives:intimatefriendsandstrangers.Wehypothesizedthatsocialdistancecouldmodulateindividuals’evaluativeprocessingfromtheautomatictoconsciousprocessingstage.Consideringpreviousresearchonpeople’spreferenceforlovedones,wefurtherpredictedthatnegativeevaluationsoffriendsandpositiveevaluationsofstrangerswouldinducealargerP2becausesuchassociationsmaybenovelcuestopar-ticipants.Furthermore,theMFNandmid-frontalthetaactivityfollowingnegativeevaluationwereexpectedtobemorenega-tivegoingthanforpositiveevaluationsinthefriendcondition,becauseindividualswouldhaveastrongmotivationandtendencytopositivelyevaluatetheirfriends.Inthestrangercondition,weexpectedtheMFNandthetaresponsemuchweaker(orevennonexistent)becausepeopleoftencarelessaboutdistantothers
compar
edwithfriends.Similarly,theP3shouldbelargerforpositivethannegativeevaluationsoffriendsandinsensitivetostrangersbecausepeoplegenerallyprefertheirownlovedones.
Methods
Participants
Twenty-ninehealthycollegestudentsparticipatedinthisstudyaspaidvolunteers.Allparticipantswereright-handed,hadnormalorcorrected-to-normalvision,andreportednohistoryofneuro-logicalorpsychiatricdisorders,headinjury,significantphysicalillness,oralcoholordruguse.Allparticipantsprovidedwritteninformedconsent.ThestudywasapprovedbytheInstitutionalReviewBoardoftheDepartmentofPsychologyatRenminUniver-sityofChina.Twoparticipantswereremovedfromdataanalysisbecauseofuncorrectableartifactsduringelectroencephalography(EEG)recording,resultinginafinalsampleof27participants(14women,meanage±SD=20.8±1.7years).AnapriorisamplesizeestimationwasconductedusingG∗Powerv.3.1(
Fauletal.2009
).Accordingtotheanalysis[d=0.3,α=0.05,β=0.8,analysisofvariance(ANOVA):repeatedmeasures,withininteraction],atotal
Downloadedfrom/cercor/advance-article/doi/10.1093/cercor/bhad069/7077151byStanfordUniversityLibrariesuseron18May2023
samplesizeof24participantswasrequiredtodetectareliableeffect.
Stimuli
Theimplicitsocialevaluationtaskinthisstudywasamodifiedversionofthesocialevaluationparadigmpreviouslyusedby
Somervilleetal.(2006)
and
Yangetal.(2016)
.DuringtheERPexperiment,eachparticipantwaspresentedwithtwophotosoffaces,oneofapersonalfriendandoneofastranger,alongwithwordsassociatedwithpersonalitytraitsandspecificobjects.
Facialphotos
Oneweekpriortotheexperiment,eachparticipantwasaskedtosendtheresearchersaportraitphotographofaclosesame-genderfriendwithaneutralexpression.Weadditionallycollected
16photosfromstudentsintheDepartmentofPsychologyatRenminUniversityofChina.Twentystudents(10females,meanage±SD=22.54±2.17years)fromRenminUniversityofChinaratedallphotosona5-pointscaleforemotionvalenceandfacialattractiveness.Theemotionvalencescore(M=3.08,
SD=0.29)wasnotsignificantlydifferentfromtheneutralscore
(3)forallphotos,t(41)=1.66,P=0.105.Wethendividedthephotosintofourgroupsbasedonfacialattractivenessscores:female-high(M=4.47,n=11),female-low(M=3.35,n=11),male-high(M=4.38,n=10),andmale-low(M=3.32,n=10).Independent-samplest-testrevealedthatthefemale-highgroup
hadsignificantlyhigherattractivenessscoresthanthefemale-lowgroup[t(20)=8.20,P<0.001],whilethemale-highgroupalsohadsignificantlyhigherattractivenessscoresthanthemale-lowgroup[t(18)=7.95,P<0.001].Inthepresentstudy,ifafemaleparticipant’sfriend’sfacebelongedtothefemale-highgroup,then
thestranger’sfacewasselectedfromthesamegroup(possiblyafriendofanotherparticipantsoravolunteerfromtheDepartmentofPsychology).Therefore,duringtheformaltask,bothphotospresentedtoeachparticipantshowedthefacesofpeersofthesamegenderwithneutralfacialexpressionsandwereconsistentintermsofhairstyle(e.g.lengthandcolor),accessories(e.g.glasses),andfacialattractiveness.Allphotographswerecoloredandofsimilarquality.
Words
Tocreateacontextforsocialevaluationintheexperiment,80personalitytraitadjectives(40positivevs.40negative;e.g.honestvs.shameless)wereselectedfromapersonalitytraitadjectivepoolestablishedby
HuangandZhang(1992)
.Intheirstudy,thevalencesofadjectiveswereratedby565collegestudentsfrom1(extremelynegative)to7(extremelypositive),familiaritywasmeasuredby470collegestudentsfrom0(completelyunfamiliar)to4(stronglyfamiliar),andunderstandingofthemeaningofeachadjectivewasassessedby500collegestudentsfrom
1(totallyunknown)to4(understandverywell).Forvalencescores,thepositiveadjectivesselectedinthisstudywereratedsignificantlyhigherthanthenegativeones(5.75±0.40vs.
2.76±0.43,t[78]=−38.40,P<0.001).Furthermore,thefamiliarity
scoresforbothpositiveandnegativeadjectiveswereabove3andshowednodifferences(3.56±0.14vs.3.51±0.43,t[78]=1.75,P=0.23).Scoresonparticipants’understandingofpositiveandnegativeadjectivesalsoexceeded3andshowednodifferences(3.11±0.29vs.3.06±0.32,t[78]=0.78,P=0.64).Therefore,the
chosennegativeandpositiveadjectivesonlydifferedinvalence.EachtraitadjectiveconsistedoftwoChinesecharacters.Intheformalexperiment,48commonconcretenounsconsistingoftwoChinesecharacters(e.g.apple,coffee)wereusedasfilleritems.
Procedure:implicitsocialevaluationtask
Toconcealthetruepurposeofthisstudy,participantsweretoldthattheexperimentwasaconcretenounjudgmenttaskinwhichseveralwordsconsistingofpersonalitytraitadjectivesandconcretenounswouldbepresentedonacomputerscreen.Participantswererequiredtopressthespacebaronthekeyboardassoonastheyobservedaconcretenoun.Actually,wearereallyconcernedwiththeprocessingofevaluativewordsthatfollowthefacesoffriendsorstrangers.Whenfacesappear,participantsspontaneouslycategorizethemintocorrespondinggroups(e.g.ingroupvs.outgroup),andmentallyactivateandconveybeliefsaboutthem.Previousevidencesuggeststhatpeopleshowastrongfavoritismfortheirclosefriendsandincludetheintimateothersintotheirself-concept(
Aronetal.1991
;
Mattingly
andLewandowski,2013).Therefore,alinkisformedbetweenfriendsandpositiveevaluativewords.Incontrast,peopleareoftenprejudicedagainststrangersduetodistantsocialdistanceandlowfamiliarity(
MyersandHodges,2011
).Thus,alinkbetweenstrangersandnegativeevaluativewordsisformed.Thisparadigmmodelstheimplicitsocialevaluationprocessofindividualstowardsocialtargetsatdifferentsocialdistances.
Allparticipantswereseatedcomfortablyinasound-shielded
andelectricallyshieldedEEGchamberatadistanceofapproxi-mately80cmfroma22-inchcomputermonitor.
Figure1
showstheschematicoftheexperimentaldesign.Eachtrialbeganwithawhitefixationcrosspresentedagainstablackbackground.After500ms,thefaceofeitherafriendorastranger(width=3.5◦VA,height=4.5◦VA)wasrandomlypresentedatthecenterofthescreenfor1,000ms.Then,atraitadjectiveorconcretenoun(white,size30,fontCourier,bold)appearedrandomlyinthecenterofthescreenfor1,200msafterarandomintervalof600–1,000ms.Participantswereaskedtopressthespacebaronthekeyboardassoonasaconcretenounappearedonthescreen.Responseaccuracywasemphasizedintheinstructions.Eachinter-trialintervalwas500ms.
Webelievethatbecauseparticipantswererequiredtodistin-guishtypesofwordsandrespondasquicklyaspossible,theymustprocessthesewordsattentively.Therefore,the“target-evaluation”connectionswereimplicitlyformedintheirmindswhenthetraitadjectivesappearedafterthepresentationofthefacialphotos.Participantswouldreadeachwordfollowingaphotoandformsocialevaluativeconnectionswithtargetsofdifferentsocialdis-tanceswhenpersonalitytraitadjectiveswerepresented.FourtaskconditionswereconsideredduringtheEEGdataanalysis:friend-positive,friend-negative,stranger-positive,andstranger-negative.Erroneousresponsetrials(i.e.thoseinwhichparticipantspressedthespacebarwhenviewingatraitadjective)wereeliminatedfromthesubsequentEEGdataanalyses.
Theentiretaskcontained368trialsdividedintoeightblocks,witheachsocialevaluationconditioncomprising80trials,exclud-ingthe48fillers.Eachpersonalitytraitadjectiveappearedtwicefollowingeachfacethroughoutthetask,whereasitappearedonlyonceperblock.Forfillertrials,eachconcretenounappearedonceduringthetask.Participantscompleted16practicetrials(12eval-uationtrialsand4fillers)beforetheformaltask.Beforetheformaltask,participantswereaskediftheyknewtheperson(stranger)onthescreentoensurethatthepicturedefinitelyshowedadistantperson.Inaddition,participantsweretoldthatthistaskwasatestoftheirquickreactioncapability.Uponfinishingtheexperiment,allparticipantswereaskedaboutthecredibilityofthecoverstory,andnooneraiseddoubtsaboutit.Theentiretasklastedapproximately25min.StimuluspresentationandbehavioraldataacquisitionwereconductedusingE-Prime2.0software(PST,Inc.,Pittsburgh,PA).
Fig.1.Illustrationofasingletrialofthesocialevaluationtask.Eachtrialbeganwithafixationcross.Participantsviewedthefaceofeitherapersonalfriendorastranger.Afteranintervalof600–1,000ms,thewordstimulus(i.e.personalitytraitadjectiveorconcretenoun)waspresentedfor1,200ms.Participantswererequiredtopressthespacebaronthekeyboardassoonastheysawtheconcretenoun.
Downloadedfrom/cercor/advance-article/doi/10.1093/cercor/bhad069/7077151byStanfordUniversityLibrariesuseron18May2023
EEGrecordinganddataanalyses
EEGswererecordedusing64cap-mountedtinelectrodesarrangedaccordingtothe10/20internationalplacementsystem(Neu-roscanInc.,Herndon,VA,USA),withanonlinereferencetotheleftmastoidandanofflinere-referencetotheaverageoftheleftandrightmastoids.Horizontalelectrooculograms(EOGs)wererecordedusingelectrodesplaced1.5cmlateraltotheoutercanthiofbotheyes.VerticalEOGswererecordedusingelectrodesplacedaboveandbelowthelefteye.Allinter-electrodeimpedancewaskeptbelow5kΩduringrecording.Signalswereamplifiedusinga0.01–100Hzband-passfilterandcontinuouslysampledat1,000Hz/channel.
OfflineanalysesofEEGdatawereperformedusingScan4.5software.Ocularartifactswereremovedusingaregressionpro-cedureimplementedinNeuroscan(
Semlitschetal.
1986).AllEEGdatawerelow-passfilteredbelow30Hz(24dB/oct)andsegmentedintoepochsfrom200msbeforeto800msafterwordpresentationonset.Thedatawerebaseline-correctedaccordingtoa200-mspre-stimulusbaseline.Epochscontainingartifacts
exceeding±70μVwereexcludedfromfurtheranalyses.The
epochswerethenaveragedseparatelyforeachconditionandeachparticipant.
AnalyzedERPcomponentsincludedtheP2,MFN,andP3.MeanamplitudesofthethreeERPcomponentsweremeasuredwithintherespectivetimewindowsof200–250ms,250–350ms,and380–530msfollowingwordstimuluspresentation.TopographiesofthevoltagedifferencesbetweennegativeandpositiveevaluationsintheP2,MFN,andP3timewindowsindicatedthattheP2,MFN,andP3effectspeakedinthefrontal,frontocentral,andcentroparietalscalpareas,respectively(
Fig.2C
).Therefore,basedonscalptopographiesofeachcomponentandpreviousstudies(
GehringandWilloughby2002
;
YeungandSanfey2004
),theP2,MFN,andP3werecalculatedattheFz,FCz,andCPzelectrodesites,respectively.
TheEEGdatasegmentationandartifactcorrectionwereper-formedusingScan4.5softwareforthetraitadjectiveprocessingstage.Individualepochsweresegmentedinto1,800msepochsbeginningfrom600msbeforethewordonset.Time-frequencycharacteristicswereextractedfromtheEEGtimeseriesusingtheshort-timeFouriertransformmethod(1–30Hz,windowwidthof250ms)implementedinEEGLAB(version12.2.6b).Toavoid
boundaryeffects,atimeintervalof−350to−250mswasselectedasthebaselineforcorrection.Thetaoscillationswereextractedfromthebandof4–8Hz(
VanderMolenetal.2016
).Bycollaps-ingthefourconditions(friend-positive,friend-negative,stranger-positive,a
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