“Congratulations, Sarah!” The words felt like acid in her mouth. She tried to smile, but the muscles in her face refused to cooperate. Her congratulations were a lie. She wanted to scream.

She clutched her coffee cup, knuckles straining the porcelain. She could feel a cold sweat forming, and she could sense her cheeks were burning. The office felt stifling, all the open plans designed to cultivate harmony now felt like a cage.

She made her excuses and retreated to the break room, needing to be alone. The vending machine rattled, and she punched in the wrong number. She felt a surge of pure frustration, and she hit the machine again, harder, until the candy bar finally fell.

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285