Her cheeks burned. How could this be? Sarah’s heart thrummed against her ribs, a frantic bird trapped in a cage. A C. She’d always been a straight-A student; this was a complete anomaly. The blood rushed to her head, making her vision swim as she stared at the offending grade. Taking a deep breath, or trying to, she walked to the professor's office. The door seemed a mile away, and each step was a battle. She stood at the threshold, her hand hovering over the doorknob, momentarily paralyzed by something that felt a lot like fury.

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