The campus library felt suddenly hostile, the murmur of voices grating on Sarah’s nerves. The accusation – a whisper, then a shout in her mind – reverberated against the sterile white walls. Her carefully crafted argument, her insightful analysis, now reduced to a stain on her academic record. She felt a tremor in her hands, a restless energy that demanded an outlet.

She grabbed a thick textbook, the cover cool against her trembling fingers, and threw it into her bag. She didn’t want to be here, surrounded by the quiet judgment of the other students. She fled the library, the fluorescent lights blurring into streaks of white. She just needed to *move*, to outrun the feeling that threatened to consume her.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256