The phone slipped from Amelia’s grasp and clattered onto the pristine granite countertop. Her jaw tightened as she saw the message: “Meet me at the usual spot? XOXO.” It was addressed to her *mother*. Her mother! As if. She snatched up the device, her fingers trembling. The recipient? *Chad*. Chad, her *brother’s* aggressively dull friend. A vein throbbed in her temple.

She shoved the phone back in her purse, the leather feeling suddenly rough and unpleasant against her palm. An uncharacteristic warmth flared in her cheeks. The audacity! She slammed the front door a little harder than necessary as she left the apartment. The clatter of her keys echoed back to her as if mocking her.

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