She slammed the door behind her, the force rattling the windows. Another one. The postman had the audacity to leave yet another package addressed to "Emily Carter," the woman who’d skipped town owing everyone money. A wave of heat washed over her, making her skin prickle.

She snatched the package from the floor, her fingers trembling. This time it was a small, glossy envelope. She ripped it open, tearing the paper into shreds. Inside, a fancy invitation. A wedding invitation! As if Emily Carter had any right to celebrate anything.

She crushed the invitation in her fist, the fine paper crumpling into a tight ball. Her chest felt constricted, a painful pressure building. She stormed to the kitchen, seeking an outlet. The dishes sat in the sink, mocking her. She began scrubbing them with a furious energy, the hot water scalding her hands.

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