The phone vibrated in Emily's hand, a telltale sign. She knew what it was before she even glanced at the screen. The text was from Mrs. Gable, a neighbor with a perpetually apologetic tone, but whose dog, a clumsy St. Bernard, was a menace to her yard.

“Not again,” she breathed, dropping her phone on the kitchen counter with a loud thud. The image of her recently planted herb garden, now flattened and trampled, flashed before her eyes.

She bit her lip, her hands beginning to tremble slightly. The feeling was a cold, bitter one; the kind that makes your palms sweat and your vision blur. She wanted to scream.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

This story is one of 1,000 stories generated for the emotion outraged. 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 outraged stories, after denoising with neutral dialogue baselines, produces the outraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260