The phone call arrived like a thunderclap. The editor, apologetic, explained the "oversight." An oversight? Years of painstaking work, countless revisions, reduced to a clerical error. The fury swelled within him, a dark tide threatening to overwhelm. He wanted to scream.

He gripped the phone so tightly his knuckles turned white. His voice felt tight, constricted. He struggled to maintain a semblance of control. When the call ended, he threw the phone across the room. The plastic cracked against the wall. He needed to find a way to contain this destructive force.

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