She slammed the door of the cafe, the glass rattling in its frame. The woman, whose name was Sarah, marched back to her car. Her cheeks burned. Inside, the man they’d both been seeing had been laughing, nervously, attempting to explain. He thought he was smooth. He thought he was charming. He'd presented himself as a devoted, loving partner to both of them.

Her knuckles were white around the steering wheel. She imagined him, that snake, sitting there with that vacant smile. How *dare* he? She felt a tightening in her chest, a physical manifestation of her outrage. She wanted to smash something, anything, to release the pressure building inside.

The wipers swished across the windshield, uselessly clearing the rain. She considered calling him, but the thought was immediately repulsive. Instead, she started the engine and roared out of the parking lot, leaving the scene of the deception far behind.

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