He stared at the screen, the cursor blinking mockingly, a constant reminder of the denial. Liam let out a short, harsh laugh that sounded more like a bark. His hands, usually steady, were now clenching and unclenching at his sides. He felt a sudden, unwelcome heat bloom across his face.

The room seemed to shrink, the walls closing in on him. He spun around, kicking a discarded backpack across the floor. The bag slammed against the door, the sound echoing in the sudden, sharp silence.

He imagined the committee, the faceless people who had made this decision. He pictured their smug smiles, their lack of understanding. He ground his teeth, the muscles in his jaw aching. "Unbelievable," he whispered, his voice dangerously low.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296