The temperature in the room felt oppressive, the air thick with unspoken grievances. He felt a constant clenching in his stomach. He’d been told to smile, to be gracious, to avoid upsetting anyone.

He watched the other attendees, their words full of praise, their faces beaming with manufactured affection. It felt like a stage play, and he was a reluctant extra.

He had no choice but to speak. He strode toward the microphone, the polite applause a grating sound. The words, when they finally came, sounded flat, as if drained of any emotion. He wanted to leave. Immediately.

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