diff --git a/static/js/main.js b/static/js/main.js
index 213201e..b663b88 100644
--- a/static/js/main.js
+++ b/static/js/main.js
@@ -322,18 +322,29 @@
         const cvPaper = document.querySelector('.cv-paper');
         if (!cvPaper) return;
 
-        // Convert percentage to scale factor (100 = 1.0, 150 = 1.5, etc.)
-        const scaleFactor = zoomValue / 100;
+        // Get current scale from the element (if any)
+        const currentTransform = cvPaper.style.transform;
+        const currentScaleMatch = currentTransform.match(/scale\(([\d.]+)\)/);
+        const currentScale = currentScaleMatch ? parseFloat(currentScaleMatch[1]) : 1.0;
 
-        // Preserve scroll position (matching existing toggle pattern)
+        // Convert percentage to scale factor (100 = 1.0, 150 = 1.5, etc.)
+        const newScale = zoomValue / 100;
+
+        // Calculate scale ratio for scroll adjustment
+        const scaleRatio = newScale / currentScale;
+
+        // Preserve visual position by adjusting scroll proportionally
         requestAnimationFrame(() => {
             const scrollTop = window.pageYOffset || document.documentElement.scrollTop;
 
             // Apply transform
-            cvPaper.style.transform = `scale(${scaleFactor})`;
+            cvPaper.style.transform = `scale(${newScale})`;
 
-            // Restore scroll position
-            window.scrollTo(0, scrollTop);
+            // Adjust scroll position to maintain visual stability
+            // When zooming in (scaleRatio > 1), scroll more to keep same content visible
+            // When zooming out (scaleRatio < 1), scroll less
+            const newScrollTop = scrollTop * scaleRatio;
+            window.scrollTo(0, newScrollTop);
 
             // Update display
             updateZoomDisplay(zoomValue);