diff --git a/CHANGELOG.md b/CHANGELOG.md
index caea5dd..84c0243 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,3 +1,7 @@
+# 0.2.0
+
+- Feat: update Jupyter Scatter and activate tooltips
+
 # 0.1.1
 
 - Fix: allow customizing embeddings via `EmbeddingComparisonWidget()`
diff --git a/pyproject.toml b/pyproject.toml
index 168a4fb..4e453ec 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -25,7 +25,7 @@ dependencies = [
     "cev-metrics>=0.1.2",
     "ipywidgets>=8.0.0",
     "jinja2>=3.0.0",
-    "jupyter-scatter>=0.12.2",
+    "jupyter-scatter>=0.14.0",
     "pandas>=1.0",
 ]
 dynamic = ["version"]
diff --git a/src/cev/_embedding_widget.py b/src/cev/_embedding_widget.py
index 7dea648..a95099f 100644
--- a/src/cev/_embedding_widget.py
+++ b/src/cev/_embedding_widget.py
@@ -132,10 +132,13 @@ def from_embedding(
                 axes=axes,
                 opacity_by="density",
                 lasso_initiator=False,
+                tooltip=True,
+                tooltip_contents=("color"),
                 **kwargs,
             )
             for _ in range(2)
         )
+
         # link the plots together with js
         link_widgets(
             (categorical_scatter.widget, "selection"),