The sun was setting, casting long shadows when the first crack rang out. The neighbors’ massive birch had finally toppled. Emily stood, her hands on her hips, looking at the damage. The tree was on their property, but the branches reached across the line and had demolished her brand-new gazebo.

Her lips pressed into a thin line.

She had saved for months to purchase the lovely gazebo. She'd envisioned summer evenings spent relaxing inside. Now, it was just splintered wood. She marched back inside, the slam of the door echoing the state of her mental state.

Emotion: indignant

Cluster: Anger / Hostility
PC1 (Valence): -0.44 Negative
PC2 (Disposition): 2.14

Role in Research

This story is one of 1,000 stories generated for the emotion indignant. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 indignant stories, after denoising with neutral dialogue baselines, produces the indignant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the indignant vector is projected through the unembedding matrix.

Promoted:
l0.614
C0.369
de0.305
que0.295
😠0.288
Suppressed:
own-0.363
soon-0.302
optimistic-0.270
உற்ச-0.261
gradually-0.256