“How could he?” Mark whispered, staring at the evidence on his computer screen. The man whose work he’d idolized, whose style he’d emulated, had apparently stolen from others. The very core of his belief system was shaking. He felt a deep hollowness, a sense of having been robbed.

He walked over to his bookshelf and surveyed his collection of the author’s work. The spines, once symbols of inspiration, now seemed to sneer at him. He ripped the books from the shelf and shoved them into a box, then tucked the box away in the basement.

He sat on the stairs, hugging his knees, feeling a profound sense of loss.

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