diff --git a/graphs/CHANGELOG.md b/graphs/CHANGELOG.md
index 5b411893..4d7dbb32 100644
--- a/graphs/CHANGELOG.md
+++ b/graphs/CHANGELOG.md
@@ -10,6 +10,10 @@ Keep it human-readable, your future self will thank you!
 
 ## [Unreleased](https://github.com/ecmwf/anemoi-graphs/compare/0.4.2...HEAD)
 
+### Added
+
+- feat: Support for multi-dimensional node attributes in plots (#48)
+
 ## [0.4.2 - Optimisations and lat-lon](https://github.com/ecmwf/anemoi-graphs/compare/0.4.1...0.4.2) - 2024-12-19
 
 ### Added
diff --git a/graphs/src/anemoi/graphs/plotting/interactive_html.py b/graphs/src/anemoi/graphs/plotting/interactive_html.py
index 7021bf16..f3162507 100644
--- a/graphs/src/anemoi/graphs/plotting/interactive_html.py
+++ b/graphs/src/anemoi/graphs/plotting/interactive_html.py
@@ -15,6 +15,7 @@
 import matplotlib.pyplot as plt
 import numpy as np
 import plotly.graph_objects as go
+import torch
 from matplotlib.colors import rgb2hex
 from torch_geometric.data import HeteroData
 
@@ -197,25 +198,26 @@ def plot_interactive_nodes(graph: HeteroData, nodes_name: str, out_file: Optiona
     for node_attr in node_attrs:
         node_attr_values = graph[nodes_name][node_attr].float().numpy()
 
-        # Skip multi-dimensional attributes. Supported only: (N, 1) or (N,) tensors
-        if node_attr_values.ndim > 1 and node_attr_values.shape[1] > 1:
-            continue
-
-        node_traces[node_attr] = go.Scattergeo(
-            lat=node_latitudes,
-            lon=node_longitudes,
-            name=" ".join(node_attr.split("_")).capitalize(),
-            mode="markers",
-            hoverinfo="text",
-            marker={
-                "color": node_attr_values.squeeze().tolist(),
-                "showscale": True,
-                "colorscale": "RdBu",
-                "colorbar": {"thickness": 15, "title": node_attr, "xanchor": "left"},
-                "size": 5,
-            },
-            visible=False,
-        )
+        if node_attr_values.ndim == 1:
+            node_attr_values = torch.unsqueeze(node_attr_values, -1)
+
+        for attr_dim in range(node_attr_values.shape[1]):
+            suffix = "" if node_attr_values.shape[1] == 1 else f"_[{attr_dim}]"
+            node_traces[node_attr + suffix] = go.Scattergeo(
+                lat=node_latitudes,
+                lon=node_longitudes,
+                name=" ".join((node_attr + suffix).split("_")).capitalize(),
+                mode="markers",
+                hoverinfo="text",
+                marker={
+                    "color": node_attr_values[:, attr_dim].squeeze().tolist(),
+                    "showscale": True,
+                    "colorscale": "RdBu",
+                    "colorbar": {"thickness": 15, "title": node_attr + suffix, "xanchor": "left"},
+                    "size": 5,
+                },
+                visible=False,
+            )
 
     # Create and add slider
     slider_steps = []