Sarah ripped open the laptop, the hinges groaning in protest. She had come home from work, ready to unwind, only to find the little notebook on the coffee table. Inside, painstakingly copied, were phrases in Farsi, her mother tongue. A tremor ran through her.

“Honey, I, uh… I made dinner!” Michael called from the kitchen, his voice a little too cheerful.

She stomped into the kitchen, a knot forming in her stomach. The aroma of garlic and onions, usually comforting, now felt like a taunt. “What is this? What have you been doing behind my back?” Sarah’s fists were clenched at her sides.

Michael froze, a wooden spoon dangling from his hand. His face paled. “I…I just wanted to…”

“You wanted to what? Invade my privacy? To pretend you care about my family?” The words poured out of her, each one a sharp, stinging jab. Her heart hammered against her ribs.

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