diff --git a/src/components/ConnectivityQuery.vue b/src/components/ConnectivityQuery.vue
index bb76fa05..80256077 100644
--- a/src/components/ConnectivityQuery.vue
+++ b/src/components/ConnectivityQuery.vue
@@ -160,7 +160,9 @@ export default {
           if (aqlResults.paths.length !== 0) {
             // some data manipulation to show only start + end nodes
             const newNetwork: Network = { nodes: [], edges: [] };
-            const nodesSet = new Set();
+            const endsNodesSet = new Set();
+            const middleNodesSet = new Set();
+            const middleNodesList: Node[] = [];
 
             aqlResults.paths.forEach((path: { edges: Edge[]; vertices: Node[] }, val: number) => {
               const newPath: Edge = {
@@ -170,13 +172,15 @@ export default {
               for (let i = 0; i < selectedHops.value + 1; i += 1) {
                 if (i === 0) {
                   newPath._from = path.vertices[i]._id;
-                  if (!nodesSet.has(path.vertices[i]._id)) { newNetwork.nodes.push(path.vertices[i]); }
-                  nodesSet.add(path.vertices[i]._id);
-                }
-                if (i === (selectedHops.value)) {
+                  if (!endsNodesSet.has(path.vertices[i]._id)) { newNetwork.nodes.push(path.vertices[i]); }
+                  endsNodesSet.add(path.vertices[i]._id);
+                } else if (i > 0 && i < selectedHops.value) {
+                  if (!middleNodesSet.has(path.vertices[i]._id)) { middleNodesList.push(path.vertices[i]); }
+                  middleNodesSet.add(path.vertices[i]._id);
+                } else {
                   newPath._to = path.vertices[i]._id;
-                  if (!nodesSet.has(path.vertices[i]._id)) { newNetwork.nodes.push(path.vertices[i]); }
-                  nodesSet.add(path.vertices[i]._id);
+                  if (!endsNodesSet.has(path.vertices[i]._id)) { newNetwork.nodes.push(path.vertices[i]); }
+                  endsNodesSet.add(path.vertices[i]._id);
                 }
               }
 
@@ -186,6 +190,12 @@ export default {
               newNetwork.edges.push(newPath);
             });
 
+            // Update state for use in intermediate node vis
+            store.commit.setConnectivityMatrixPaths({ nodes: middleNodesList, paths: aqlResults.paths });
+
+            // Update state for showing intermediate node vis
+            if (selectedHops.value > 1) store.commit.toggleShowIntNodeVis(true);
+
             // Update state with new network
             store.dispatch.aggregateNetwork('none');
             store.dispatch.updateNetwork({ network: newNetwork });
diff --git a/src/components/IntermediaryNodes.vue b/src/components/IntermediaryNodes.vue
new file mode 100644
index 00000000..1824b39e
--- /dev/null
+++ b/src/components/IntermediaryNodes.vue
@@ -0,0 +1,236 @@
+<script lang="ts">
+import {
+  computed, onMounted, watch,
+} from '@vue/composition-api';
+import {
+  scaleLinear,
+} from 'd3-scale';
+import { select } from 'd3-selection';
+import store from '@/store';
+import { ConnectivityCell } from '@/types';
+
+export default {
+  name: 'IntermediaryNodes',
+
+  setup() {
+    const network = computed(() => store.state.network);
+    const connectivityPaths = computed(() => store.state.connectivityMatrixPaths);
+    const matrix: ConnectivityCell[][] = [];
+    const cellSize = computed(() => store.state.cellSize);
+    const pathLength = computed(() => connectivityPaths.value.paths[0].vertices.length);
+    const edgeLength = computed(() => connectivityPaths.value.paths[0].edges.length);
+
+    const margin = {
+      top: 79,
+      right: 50,
+      bottom: 0,
+      left: 40,
+    };
+    const matrixWidth = computed(() => (connectivityPaths.value.nodes.length > 0 ? edgeLength.value * cellSize.value + margin.left + margin.right : 0));
+    const matrixHeight = computed(() => (connectivityPaths.value.nodes.length > 0 ? connectivityPaths.value.nodes.length * cellSize.value + margin.top + margin.bottom : 0));
+
+    const intNodeWidth = computed(() => (store.state.connectivityMatrixPaths.nodes.length > 0
+      ? pathLength.value * cellSize.value + margin.left + margin.right
+      : 0));
+    const sortOrder = computed(() => store.state.connectivityMatrixPaths.nodes.map((node) => node._key).sort());
+    const yScale = scaleLinear().domain([0, sortOrder.value.length]).range([0, sortOrder.value.length * cellSize.value]);
+    const xScale = scaleLinear().domain([0, (edgeLength.value - 1)]).range([0, (connectivityPaths.value.paths[0].edges.length - 1) * cellSize.value]);
+
+    const opacity = scaleLinear().domain([0, 0]).range([0, 1]).clamp(true);
+
+    function processData() {
+      if (network.value !== null && connectivityPaths.value.nodes.length > 0) {
+        const hops = edgeLength.value - 1;
+
+        // Set up matrix intermediate nodes x # of hops
+        sortOrder.value.forEach((rowNode, i) => {
+          matrix[i] = [...Array(hops).keys()].slice(0).map((j) => ({
+            cellName: `${rowNode}`,
+            nodePosition: j + 1,
+            startingNode: '',
+            endingNode: '',
+            x: j,
+            y: i,
+            z: 0,
+            paths: [],
+          }));
+        });
+
+        // Set up number of connections based on paths
+        // Record associated paths
+        connectivityPaths.value.paths.forEach((path, i) => {
+          matrix.forEach((matrixRow) => {
+            [...Array(hops).keys()].slice(0).forEach((j) => {
+              if (path.vertices[j + 1]._key === matrixRow[j].cellName) {
+                // eslint-disable-next-line no-param-reassign
+                matrixRow[j].z += 1;
+                matrixRow[j].paths.push(i);
+              }
+            });
+          });
+        });
+      }
+
+      //   Update opacity
+      const allPaths = matrix.map((row) => row.map((cell) => cell.z)).flat();
+      const maxPath = allPaths.reduce((a, b) => Math.max(a, b));
+      opacity.domain([
+        0,
+        maxPath,
+      ]);
+    }
+
+    // eslint-disable-next-line @typescript-eslint/no-explicit-any
+    function makeRow(this: any, rowData: ConnectivityCell[]) {
+      const cell = select(this)
+        .selectAll('rect')
+        .data(rowData)
+        .enter()
+        .append('rect')
+        .attr('x', (d) => yScale(d.x))
+        .attr('y', 1)
+        .attr('width', cellSize.value - 2)
+        .attr('height', cellSize.value - 2)
+        .style('fill-opacity', (d) => opacity(d.z))
+        .style('fill', 'blue');
+
+      cell.append('title').text((d) => `${d.cellName} in ${d.z} paths`);
+    }
+
+    function buildIntView() {
+      if (matrix.length > 0) {
+        const svg = select('#intNode').append('g').attr('transform', `translate(${margin.left},${margin.top})`);
+        const svgWidth: number = parseFloat(select('#intNode').attr('width'));
+        const svgHeight: number = parseFloat(select('#intNode').attr('height'));
+        const rowLabelWidth = 20;
+
+        //   Draw path symbols
+        const circles = svg.selectAll('g.circles')
+          .data([...Array(pathLength.value).keys()])
+          .enter()
+          .append('g')
+          .attr('transform', `translate(${svgWidth / 7}, ${(margin.top - svgHeight) / 4})`);
+
+        circles.append('circle')
+          .attr('class', 'circleIcons')
+          .attr('cx', (_, i) => xScale(i))
+          .attr('cy', 0)
+          .attr('r', cellSize.value / 2)
+          .attr('fill', (_, i) => (i !== 0 && i !== (pathLength.value - 1) ? 'lightgrey' : 'none'));
+
+        circles.append('text')
+          .attr('x', (_, i) => xScale(i))
+          .attr('y', cellSize.value / 2 - 3)
+          .attr('text-anchor', 'middle')
+          .attr('font-size', `${cellSize.value - 2}px`)
+          .text((_, i) => i + 1);
+
+        //   Draw gridlines
+        const gridLines = svg.append('g')
+          .attr('class', 'gridLines');
+
+        const horizontalLines = gridLines.selectAll('line')
+          .data(matrix)
+          .enter();
+
+        const verticalLines = gridLines.selectAll('line')
+          .data([...Array(edgeLength.value).keys()])
+          .enter();
+
+        // vertical grid lines
+        verticalLines
+          .append('line')
+          .attr('x1', -yScale.range()[1])
+          .attr('y1', 0)
+          .attr('y2', yScale.range()[1])
+          .attr('x1', (_, i) => xScale(i))
+          .attr('x2', (_, i) => xScale(i))
+          .attr('transform', `translate(${svgWidth / 5 - 1},0)`);
+
+        // horizontal grid lines
+        horizontalLines
+          .append('line')
+          .attr('x1', 0)
+          .attr('x2', xScale.range()[1] - 1)
+          .attr('y1', (_, i) => yScale(i))
+          .attr('y2', (_, i) => yScale(i))
+          .attr('transform', `translate(${svgWidth / 5},0)`);
+
+        // horizontal grid line edges
+        gridLines
+          .append('line')
+          .attr('x1', 0)
+          .attr('x2', xScale.range()[1])
+          .attr('y1', yScale.range()[1])
+          .attr('y2', yScale.range()[1])
+          .attr('transform', `translate(${svgWidth / 5},0)`);
+
+        //   Draw rows
+        svg
+          .selectAll('g.row')
+          .data(matrix)
+          .enter()
+          .append('g')
+          .attr('class', 'row')
+          .attr('transform', (_, i) => `translate(${svgWidth / 5},${yScale(i)})`)
+          .each(makeRow)
+          .append('text')
+          .attr('class', 'rowLabels')
+          .attr('y', cellSize.value / 2 + 5)
+          .attr('x', -(svgWidth / 5 + rowLabelWidth))
+          .text((_, i) => sortOrder.value[i]);
+      }
+    }
+
+    onMounted(() => {
+      processData();
+      buildIntView();
+    });
+
+    watch(connectivityPaths, () => {
+      processData();
+      buildIntView();
+    });
+
+    return {
+      intNodeWidth,
+      matrixWidth,
+      matrixHeight,
+    };
+  },
+};
+</script>
+
+<template>
+  <div
+    id="intNodeDiv"
+    :style="`width: ${intNodeWidth}px;`"
+  >
+    <svg
+      id="intNode"
+      :width="matrixWidth"
+      :height="matrixHeight"
+      :viewbox="`0 0 ${matrixWidth} ${matrixHeight}`"
+    />
+  </div>
+</template>
+
+<style scoped>
+svg >>> .gridLines {
+  pointer-events: none;
+  stroke: #BBBBBB;
+}
+
+svg >>> .circleIcons {
+    stroke: black;
+    stroke-width: 1;
+}
+
+svg >>> .rowLabels {
+  max-width: 20px;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  font-size: 12pt;
+  z-index: 100;
+}
+</style>
diff --git a/src/components/LineUp.vue b/src/components/LineUp.vue
index 824233b2..dd70284b 100644
--- a/src/components/LineUp.vue
+++ b/src/components/LineUp.vue
@@ -20,9 +20,13 @@ export default {
     const lineupWidth = computed(() => {
       const controlsElement = select<Element, Element>('.app-sidebar').node();
       const matrixElement = select<Element, Element>('#matrix').node();
+      const intermediaryElement = select<Element, Element>('#intNodeDiv').node();
 
       if (controlsElement !== null && matrixElement !== null) {
-        const availableSpace = context.root.$vuetify.breakpoint.width - controlsElement.clientWidth - matrixElement.clientWidth - 12; // 12 from the svg container padding
+        let availableSpace = context.root.$vuetify.breakpoint.width - controlsElement.clientWidth - matrixElement.clientWidth - 12; // 12 from the svg container padding
+        if (intermediaryElement !== null) {
+          availableSpace -= intermediaryElement.clientWidth;
+        }
         return availableSpace < 330 ? 330 : availableSpace;
       }
 
diff --git a/src/components/MultiMatrix.vue b/src/components/MultiMatrix.vue
index e56ec499..009afce2 100644
--- a/src/components/MultiMatrix.vue
+++ b/src/components/MultiMatrix.vue
@@ -14,6 +14,7 @@ import { select, selectAll } from 'd3-selection';
 import { transition } from 'd3-transition';
 import store from '@/store';
 import LineUp from '@/components/LineUp.vue';
+import IntermediaryNodes from '@/components/IntermediaryNodes.vue';
 
 import 'science';
 import 'reorder.js';
@@ -27,6 +28,7 @@ declare const reorder: any;
 export default {
   components: {
     LineUp,
+    IntermediaryNodes,
   },
 
   setup() {
@@ -65,6 +67,7 @@ export default {
     const orderType = ref(undefined);
     const sortKey = ref('');
     const finishedMounting = ref(false);
+    const showIntNodeVis = computed(() => store.state.showIntNodeVis);
 
     const cellSize = computed(() => store.state.cellSize);
     const selectedNodes = computed(() => store.state.selectedNodes);
@@ -875,6 +878,7 @@ export default {
 
     return {
       finishedMounting,
+      showIntNodeVis,
       matrixWidth,
       matrixHeight,
     };
@@ -895,6 +899,7 @@ export default {
           :viewbox="`0 0 ${matrixWidth} ${matrixHeight}`"
         />
       </div>
+      <intermediary-nodes v-if="finishedMounting && showIntNodeVis" />
       <line-up v-if="finishedMounting" />
     </v-container>
 
diff --git a/src/store/index.ts b/src/store/index.ts
index 318af466..2152f3dd 100644
--- a/src/store/index.ts
+++ b/src/store/index.ts
@@ -12,6 +12,7 @@ import {
 } from 'multinet';
 import {
   ArangoAttributes,
+  ArangoPath,
   Cell,
   Edge, LoadError, Network, Node, ProvenanceEventTypes, State,
 } from '@/types';
@@ -58,6 +59,8 @@ const {
     showProvenanceVis: false,
     nodeAttributes: {},
     edgeAttributes: {},
+    showIntNodeVis: false,
+    connectivityMatrixPaths: { nodes: [], paths: [] },
   } as State,
 
   getters: {
@@ -248,6 +251,14 @@ const {
       state.nodeAttributes = payload.nodeAttributes;
       state.edgeAttributes = payload.edgeAttributes;
     },
+
+    toggleShowIntNodeVis(state, showIntNodeVis: boolean) {
+      state.showIntNodeVis = showIntNodeVis;
+    },
+
+    setConnectivityMatrixPaths(state, payload: { nodes: Node[]; paths: ArangoPath[]}) {
+      state.connectivityMatrixPaths = payload;
+    },
   },
 
   actions: {
diff --git a/src/types.ts b/src/types.ts
index 7cdad801..d88a9ea5 100644
--- a/src/types.ts
+++ b/src/types.ts
@@ -36,6 +36,17 @@ export interface Cell {
   correspondingCell: string;
 }
 
+export interface ConnectivityCell {
+  x: number;
+  y: number;
+  z: number;
+  startingNode: string;
+  endingNode: string;
+  cellName: string;
+  nodePosition: number;
+  paths: number[];
+}
+
 export interface LoadError {
   message: string;
   href: string;
@@ -45,6 +56,11 @@ export interface ArangoAttributes {
   [key: string]: unknown[];
 }
 
+export interface ArangoPath {
+  vertices: Node[];
+  edges: Edge[];
+}
+
 export interface State {
   workspaceName: string | null;
   networkName: string | null;
@@ -70,6 +86,8 @@ export interface State {
   showProvenanceVis: boolean;
   nodeAttributes: ArangoAttributes;
   edgeAttributes: ArangoAttributes;
+  showIntNodeVis: boolean;
+  connectivityMatrixPaths: {nodes: Node[]; paths: ArangoPath[]};
 }
 
 export type ProvenanceEventTypes =