The doctor's words echoed in his ears – *unexpected, sudden, a complete shock.* Now, here he was, staring at his father’s final wishes. Daniel slammed the list against the table. "Write a song." "See the Grand Canyon." "Fall in love again." The words seemed to mock him.

He felt a sudden, fierce dryness in his mouth. He paced the small living room, his steps heavy and measured. His father, a man of quiet dignity, had hidden this vibrant, hopeful side. It felt like a personal affront. How dare he? How dare he leave him with this…this unfinished business.

He grabbed the nearest object – a photo frame – and hurled it against the wall. The glass shattered, the sound momentarily satisfying. He stood there, chest heaving, the shards reflecting his own distorted image.

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