diff --git a/evals/registry/data/2d_movement/samples.jsonl b/evals/registry/data/2d_movement/samples.jsonl
new file mode 100644
index 0000000000..56f76a1b41
--- /dev/null
+++ b/evals/registry/data/2d_movement/samples.jsonl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a599e52030f1dd1bf110785c54ed27a297546412974b8dbe1e88a50250d007e7
+size 60724
diff --git a/evals/registry/evals/2d_movement.yaml b/evals/registry/evals/2d_movement.yaml
new file mode 100644
index 0000000000..fa978e8306
--- /dev/null
+++ b/evals/registry/evals/2d_movement.yaml
@@ -0,0 +1,9 @@
+2d_movement:
+  id: 2d_movement.dev.v0
+  description: Test the model's ability to keep track of position and orientation in a 2D environment.
+  metrics: [accuracy]
+
+2d_movement.dev.v0:
+  class: evals.elsuite.basic.includes:Includes
+  args:
+    samples_jsonl: 2d_movement/samples.jsonl