diff --git a/backend/routers/stats.py b/backend/routers/stats.py
index a6c24ab..06b70b3 100644
--- a/backend/routers/stats.py
+++ b/backend/routers/stats.py
@@ -114,7 +114,7 @@ def get_stats(
             SELECT tag, score FROM user_tag_affinity
             WHERE user_id = :uid AND score > 0
             ORDER BY score DESC
-            LIMIT 20
+            LIMIT 60
         """),
         {"uid": uid},
     ).mappings().all()
diff --git a/frontend/src/pages/Stats.jsx b/frontend/src/pages/Stats.jsx
index 51cc9b1..306bd95 100644
--- a/frontend/src/pages/Stats.jsx
+++ b/frontend/src/pages/Stats.jsx
@@ -62,8 +62,8 @@ export default function Stats() {
   const maxDayCount = Math.max(...days.map(d => dailyMap[d]?.count || 0), 1);
 
   const maxCatCount = Math.max(...(data.top_categories || []).map(c => c.watch_count || 0), 1);
-  const topTags = (data.taste_profile || []).slice(0, 12);
-  const maxTagScore = Math.max(...topTags.map(t => t.score || 0), 1);
+  const allTags = data.taste_profile || [];
+  const maxTagScore = Math.max(...allTags.map(t => t.score || 0), 1);
 
   return (
     <div className="flex flex-col gap-8 max-w-4xl mx-auto">
@@ -235,39 +235,75 @@ export default function Stats() {
       })()}
 
       {/* Taste profile */}
-      {topTags.length > 0 && (
-        <div className="bg-zinc-900 rounded-2xl p-5 flex flex-col gap-3">
+      {allTags.length > 0 && (
+        <div className="bg-zinc-900 rounded-2xl p-5 flex flex-col gap-4">
           <div className="flex items-baseline gap-2">
             <h2 className="text-xs font-semibold text-zinc-500 uppercase tracking-wider">Taste profile</h2>
-            <p className="text-[11px] text-zinc-600">built from your watches, likes and bookmarks</p>
+            <p className="text-[11px] text-zinc-600">{allTags.length} interests · built from watches, likes &amp; bookmarks</p>
           </div>
-          <div className="flex flex-wrap gap-2">
-            {topTags.map(t => {
-              const intensity = t.score / maxTagScore;
-              return (
-                <span
-                  key={t.tag}
-                  title={`score: ${t.score.toFixed(1)}`}
-                  className="flex items-center gap-1 px-3 py-1 rounded-full text-xs font-medium"
-                  style={{
-                    backgroundColor: `rgba(250,204,21,${0.08 + intensity * 0.18})`,
-                    color: `hsl(50,95%,${55 + intensity * 20}%)`,
-                    fontSize: `${11 + intensity * 4}px`,
-                  }}
-                >
-                  {t.tag}
-                  <button
-                    onClick={() => deleteTag.mutate(t.tag)}
-                    disabled={deleteTag.isPending}
-                    className="opacity-40 hover:opacity-100 transition-opacity leading-none ml-0.5"
-                    title="Remove from taste profile"
+
+          {/* Top tier tag cloud */}
+          <div>
+            <p className="text-[10px] text-zinc-600 uppercase tracking-wider mb-2">Top interests</p>
+            <div className="flex flex-wrap gap-2">
+              {allTags.slice(0, 10).map(t => {
+                const intensity = t.score / maxTagScore;
+                return (
+                  <span
+                    key={t.tag}
+                    title={`score: ${t.score.toFixed(1)}`}
+                    className="flex items-center gap-1 px-3 py-1 rounded-full font-semibold"
+                    style={{
+                      backgroundColor: `rgba(250,204,21,${0.1 + intensity * 0.2})`,
+                      color: `hsl(50,95%,${55 + intensity * 20}%)`,
+                      fontSize: `${12 + intensity * 5}px`,
+                    }}
                   >
-                    ×
-                  </button>
-                </span>
-              );
-            })}
+                    {t.tag}
+                    <button
+                      onClick={() => deleteTag.mutate(t.tag)}
+                      disabled={deleteTag.isPending}
+                      className="opacity-30 hover:opacity-100 transition-opacity leading-none ml-0.5"
+                      title="Remove"
+                    >×</button>
+                  </span>
+                );
+              })}
+            </div>
           </div>
+
+          {/* All tags as score bars */}
+          {allTags.length > 10 && (
+            <div>
+              <p className="text-[10px] text-zinc-600 uppercase tracking-wider mb-3">All interests</p>
+              <div className="grid grid-cols-1 sm:grid-cols-2 gap-x-6 gap-y-2">
+                {allTags.map(t => {
+                  const pct = (t.score / maxTagScore) * 100;
+                  const intensity = t.score / maxTagScore;
+                  return (
+                    <div key={t.tag} className="flex items-center gap-2 group/tag">
+                      <span className="text-[12px] text-zinc-300 w-32 shrink-0 truncate">{t.tag}</span>
+                      <div className="flex-1 h-1.5 bg-zinc-800 rounded-full overflow-hidden">
+                        <div
+                          className="h-full rounded-full"
+                          style={{
+                            width: `${pct}%`,
+                            backgroundColor: `hsl(50,95%,${40 + intensity * 25}%)`,
+                          }}
+                        />
+                      </div>
+                      <button
+                        onClick={() => deleteTag.mutate(t.tag)}
+                        disabled={deleteTag.isPending}
+                        className="opacity-0 group-hover/tag:opacity-40 hover:!opacity-100 transition-opacity text-zinc-400 text-xs leading-none shrink-0"
+                        title="Remove"
+                      >×</button>
+                    </div>
+                  );
+                })}
+              </div>
+            </div>
+          )}
         </div>
       )}
     </div>