The microphone felt like a branding iron in Amelia's sweaty hand. Her father beamed at her from the head table, the picture of contentment. Contentment! He’d spent his entire career in the same soul-crushing office, while she… well, she was still figuring things out, wasn't she? The forced smile on her face was a tight, painful mask. “So,” she began, her voice a strained croak, “Dad, congratulations.”

Her hands were clenched so tightly, her nails bit into her palms. The room spun slightly as the bright lights of the hall seemed to press in on her. She focused on the pattern of the tablecloth, a dizzying floral print. She would get through this.

“You always said… work hard, get a good job, settle down.” The words felt like shards of glass in her mouth. She could barely manage a sentence. She thought of her unfulfilling temp job and the pile of bills on her kitchen table. The champagne glass trembled in her grip.

She took a shaky breath. “Well, I’m… happy for you,” she finished, the sentence a barely audible whisper. The applause, when it came, felt like a judgment.

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