The room was too bright, the music too loud, the forced smiles unbearable. She felt a knot of pure resentment tighten in her stomach. Her mother, glowing with pride, gave her a gentle nudge toward the podium.

The microphone felt like a weapon. She wanted to smash it, to scream, to unleash the fury that simmered beneath her surface. She’d spent her life trying to please them, and where had it gotten her? Trapped.

She took a shaky breath, trying to control the tremors that ran through her body. Her skin prickled with a cold sweat. She focused on the tile on the floor, trying to ground herself.

“Dad,” she began, her voice brittle. “Congratulations on… everything.” The words tasted like ash. She couldn't look at him. She couldn't meet his gaze. She just wanted it to be over.

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