He’d lost count of the doctors, the specialists, the inconclusive tests. The sheer incompetence of it all lit a fire in him, a slow burn that refused to be extinguished. The lack of answers was a personal affront. He wanted to scream. To break something. Anything to release the frustration that was making it difficult to breathe.

He was in the park, trying to take a walk to calm down when he saw her. She was throwing rocks at a tree with savage intensity. Each rock seemed to carry the weight of her own exasperation.

He walked over to her slowly. "You having a good day?" he asked, his voice dripping with sarcasm.

She stopped and turned to him. "Good? No." Her voice was a hiss. "This whole thing is just… beyond frustrating."

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