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<!--XBRL Document Created with Wdesk from Workiva-->
<!--Copyright 2023 Workiva-->
<!--r:1feaef48-c4a2-49bf-b9a3-e9ff3b3f7e73,g:feed2ca8-d21f-4218-b116-d0c1af4163c1-->
<link:linkbase xmlns:link="http://www.xbrl.org/2003/linkbase" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.xbrl.org/2003/linkbase http://www.xbrl.org/2003/xbrl-linkbase-2003-12-31.xsd">
  <link:roleRef roleURI="http://www.xbrl.org/2009/role/negatedPeriodStartLabel" xlink:type="simple" xlink:href="http://www.xbrl.org/lrr/role/negated-2009-12-16.xsd#negatedPeriodStartLabel"/>
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  <link:roleRef roleURI="http://www.xbrl.org/2009/role/negatedNetLabel" xlink:type="simple" xlink:href="http://www.xbrl.org/lrr/role/negated-2009-12-16.xsd#negatedNetLabel"/>
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  <link:roleRef roleURI="http://www.xbrl.org/2009/role/negatedTotalLabel" xlink:type="simple" xlink:href="http://www.xbrl.org/lrr/role/negated-2009-12-16.xsd#negatedTotalLabel"/>
  <link:labelLink xlink:role="http://www.xbrl.org/2003/role/link" xlink:type="extended">
    <link:label id="lab_vsec_ChangeInActuarialPresentValueOfPensionBenefitsMember_label_en-US" xlink:label="lab_vsec_ChangeInActuarialPresentValueOfPensionBenefitsMember" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xmlns:xml="http://www.w3.org/XML/1998/namespace" xml:lang="en-US">Change in actuarial present value of pension benefits [Member]</link:label>
    <link:loc xlink:type="locator" xlink:label="loc_vsec_ChangeInActuarialPresentValueOfPensionBenefitsMember" xlink:href="vsec-20230320.xsd#vsec_ChangeInActuarialPresentValueOfPensionBenefitsMember"/>
    <link:labelArc xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_vsec_ChangeInActuarialPresentValueOfPensionBenefitsMember" xlink:to="lab_vsec_ChangeInActuarialPresentValueOfPensionBenefitsMember" xlink:type="arc" order="1"/>
    <link:label id="lab_vsec_SummaryCompensationTableStockAwardsColumnValueMember_label_en-US" xlink:label="lab_vsec_SummaryCompensationTableStockAwardsColumnValueMember" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xmlns:xml="http://www.w3.org/XML/1998/namespace" xml:lang="en-US">Summary Compensation Table &#8220;Stock Awards&#8221; column value [Member]</link:label>
    <link:loc xlink:type="locator" xlink:label="loc_vsec_SummaryCompensationTableStockAwardsColumnValueMember" xlink:href="vsec-20230320.xsd#vsec_SummaryCompensationTableStockAwardsColumnValueMember"/>
    <link:labelArc xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_vsec_SummaryCompensationTableStockAwardsColumnValueMember" xlink:to="lab_vsec_SummaryCompensationTableStockAwardsColumnValueMember" xlink:type="arc" order="1"/>
    <link:label id="lab_vsec_VestingDateFairValueOfEquityAwardsGrantedAndVestedInCoveredYearMember_label_en-US" xlink:label="lab_vsec_VestingDateFairValueOfEquityAwardsGrantedAndVestedInCoveredYearMember" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xmlns:xml="http://www.w3.org/XML/1998/namespace" xml:lang="en-US">Vesting date fair value of equity awards granted and vested in Covered Year [Member]</link:label>
    <link:loc xlink:type="locator" xlink:label="loc_vsec_VestingDateFairValueOfEquityAwardsGrantedAndVestedInCoveredYearMember" xlink:href="vsec-20230320.xsd#vsec_VestingDateFairValueOfEquityAwardsGrantedAndVestedInCoveredYearMember"/>
    <link:labelArc xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_vsec_VestingDateFairValueOfEquityAwardsGrantedAndVestedInCoveredYearMember" xlink:to="lab_vsec_VestingDateFairValueOfEquityAwardsGrantedAndVestedInCoveredYearMember" xlink:type="arc" order="1"/>
    <link:label id="lab_vsec_CoveredYearEndFairValueOfOutstandingEquityAwardsGrantedInCoveredYearMember_label_en-US" xlink:label="lab_vsec_CoveredYearEndFairValueOfOutstandingEquityAwardsGrantedInCoveredYearMember" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xmlns:xml="http://www.w3.org/XML/1998/namespace" xml:lang="en-US">Covered Year-end fair value of outstanding equity awards granted in Covered Year [Member]</link:label>
    <link:loc xlink:type="locator" xlink:label="loc_vsec_CoveredYearEndFairValueOfOutstandingEquityAwardsGrantedInCoveredYearMember" xlink:href="vsec-20230320.xsd#vsec_CoveredYearEndFairValueOfOutstandingEquityAwardsGrantedInCoveredYearMember"/>
    <link:labelArc xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_vsec_CoveredYearEndFairValueOfOutstandingEquityAwardsGrantedInCoveredYearMember" xlink:to="lab_vsec_CoveredYearEndFairValueOfOutstandingEquityAwardsGrantedInCoveredYearMember" xlink:type="arc" order="1"/>
    <link:label id="lab_vsec_IncludableDividendsearningsPaidOrAccruedOnEquityAwardsDuringCoveredYearMember_label_en-US" xlink:label="lab_vsec_IncludableDividendsearningsPaidOrAccruedOnEquityAwardsDuringCoveredYearMember" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xmlns:xml="http://www.w3.org/XML/1998/namespace" xml:lang="en-US">Includable dividends/earnings paid or accrued on equity awards during Covered Year [Member]</link:label>
    <link:loc xlink:type="locator" xlink:label="loc_vsec_IncludableDividendsearningsPaidOrAccruedOnEquityAwardsDuringCoveredYearMember" xlink:href="vsec-20230320.xsd#vsec_IncludableDividendsearningsPaidOrAccruedOnEquityAwardsDuringCoveredYearMember"/>
    <link:labelArc xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_vsec_IncludableDividendsearningsPaidOrAccruedOnEquityAwardsDuringCoveredYearMember" xlink:to="lab_vsec_IncludableDividendsearningsPaidOrAccruedOnEquityAwardsDuringCoveredYearMember" xlink:type="arc" order="1"/>
    <link:label id="lab_vsec_PriorServiceCostOfPensionBenefitsMember_label_en-US" xlink:label="lab_vsec_PriorServiceCostOfPensionBenefitsMember" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xmlns:xml="http://www.w3.org/XML/1998/namespace" xml:lang="en-US">Prior service cost of pension benefits [Member]</link:label>
    <link:loc xlink:type="locator" xlink:label="loc_vsec_PriorServiceCostOfPensionBenefitsMember" xlink:href="vsec-20230320.xsd#vsec_PriorServiceCostOfPensionBenefitsMember"/>
    <link:labelArc xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_vsec_PriorServiceCostOfPensionBenefitsMember" xlink:to="lab_vsec_PriorServiceCostOfPensionBenefitsMember" xlink:type="arc" order="1"/>
    <link:label id="lab_vsec_ChangeInFairValueFromPriorYearEndToVestDateInCoveredYearOfPriorYearEquityAwardsVestedInCoveredYearMember_label_en-US" xlink:label="lab_vsec_ChangeInFairValueFromPriorYearEndToVestDateInCoveredYearOfPriorYearEquityAwardsVestedInCoveredYearMember" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xmlns:xml="http://www.w3.org/XML/1998/namespace" xml:lang="en-US">Change in fair value (from prior year-end to vest date in Covered Year) of prior-year equity awards vested in Covered Year [Member]</link:label>
    <link:loc xlink:type="locator" xlink:label="loc_vsec_ChangeInFairValueFromPriorYearEndToVestDateInCoveredYearOfPriorYearEquityAwardsVestedInCoveredYearMember" xlink:href="vsec-20230320.xsd#vsec_ChangeInFairValueFromPriorYearEndToVestDateInCoveredYearOfPriorYearEquityAwardsVestedInCoveredYearMember"/>
    <link:labelArc xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_vsec_ChangeInFairValueFromPriorYearEndToVestDateInCoveredYearOfPriorYearEquityAwardsVestedInCoveredYearMember" xlink:to="lab_vsec_ChangeInFairValueFromPriorYearEndToVestDateInCoveredYearOfPriorYearEquityAwardsVestedInCoveredYearMember" xlink:type="arc" order="1"/>
    <link:label id="lab_vsec_ChangeInFairValueFromPriorYearEndToCoveredYearEndOfEquityAwardsOutstandingAtCoveredYearEndThatWereGrantedInPriorYearsMember_label_en-US" xlink:label="lab_vsec_ChangeInFairValueFromPriorYearEndToCoveredYearEndOfEquityAwardsOutstandingAtCoveredYearEndThatWereGrantedInPriorYearsMember" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xmlns:xml="http://www.w3.org/XML/1998/namespace" xml:lang="en-US">Change in fair value (from prior year-end to Covered Year-end) of equity awards outstanding at Covered Year-end that were granted in prior years [Member]</link:label>
    <link:loc xlink:type="locator" xlink:label="loc_vsec_ChangeInFairValueFromPriorYearEndToCoveredYearEndOfEquityAwardsOutstandingAtCoveredYearEndThatWereGrantedInPriorYearsMember" xlink:href="vsec-20230320.xsd#vsec_ChangeInFairValueFromPriorYearEndToCoveredYearEndOfEquityAwardsOutstandingAtCoveredYearEndThatWereGrantedInPriorYearsMember"/>
    <link:labelArc xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_vsec_ChangeInFairValueFromPriorYearEndToCoveredYearEndOfEquityAwardsOutstandingAtCoveredYearEndThatWereGrantedInPriorYearsMember" xlink:to="lab_vsec_ChangeInFairValueFromPriorYearEndToCoveredYearEndOfEquityAwardsOutstandingAtCoveredYearEndThatWereGrantedInPriorYearsMember" xlink:type="arc" order="1"/>
    <link:label id="lab_vsec_ServiceCostOfPensionBenefitsMember_label_en-US" xlink:label="lab_vsec_ServiceCostOfPensionBenefitsMember" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xmlns:xml="http://www.w3.org/XML/1998/namespace" xml:lang="en-US">Service cost of pension benefits [Member]</link:label>
    <link:loc xlink:type="locator" xlink:label="loc_vsec_ServiceCostOfPensionBenefitsMember" xlink:href="vsec-20230320.xsd#vsec_ServiceCostOfPensionBenefitsMember"/>
    <link:labelArc xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_vsec_ServiceCostOfPensionBenefitsMember" xlink:to="lab_vsec_ServiceCostOfPensionBenefitsMember" xlink:type="arc" order="1"/>
    <link:label id="lab_vsec_PriorYearEndFairValueOfPriorYearEquityAwardsForfeitedInCoveredYearMember_label_en-US" xlink:label="lab_vsec_PriorYearEndFairValueOfPriorYearEquityAwardsForfeitedInCoveredYearMember" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xmlns:xml="http://www.w3.org/XML/1998/namespace" xml:lang="en-US">Prior year-end fair value of prior-year equity awards forfeited in Covered Year [Member]</link:label>
    <link:loc xlink:type="locator" xlink:label="loc_vsec_PriorYearEndFairValueOfPriorYearEquityAwardsForfeitedInCoveredYearMember" xlink:href="vsec-20230320.xsd#vsec_PriorYearEndFairValueOfPriorYearEquityAwardsForfeitedInCoveredYearMember"/>
    <link:labelArc xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_vsec_PriorYearEndFairValueOfPriorYearEquityAwardsForfeitedInCoveredYearMember" xlink:to="lab_vsec_PriorYearEndFairValueOfPriorYearEquityAwardsForfeitedInCoveredYearMember" xlink:type="arc" order="1"/>
    <link:label id="lab_vsec_SummaryCompensationTableOptionAwardsColumnValueMember_label_en-US" xlink:label="lab_vsec_SummaryCompensationTableOptionAwardsColumnValueMember" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xmlns:xml="http://www.w3.org/XML/1998/namespace" xml:lang="en-US">Summary Compensation Table &#8220;Option Awards&#8221; column value [Member]</link:label>
    <link:loc xlink:type="locator" xlink:label="loc_vsec_SummaryCompensationTableOptionAwardsColumnValueMember" xlink:href="vsec-20230320.xsd#vsec_SummaryCompensationTableOptionAwardsColumnValueMember"/>
    <link:labelArc xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_vsec_SummaryCompensationTableOptionAwardsColumnValueMember" xlink:to="lab_vsec_SummaryCompensationTableOptionAwardsColumnValueMember" xlink:type="arc" order="1"/>
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