"This can't be real," Sarah whispered, her voice barely audible. The document, printed on cheap paper, seemed to mock her with its official jargon. Her throat felt tight, as if a hand were squeezing it. The patent number – the same as the one she'd slaved over for years, the culmination of all her efforts.

She reread the claims, each sentence a stab to her gut. Every detail. It was exactly what she had designed, how she had designed it. Her knuckles were white as she clutched the document. The air felt heavy, like she was trapped under a mountain of frustration.

She stood abruptly, overturning her chair. It clattered to the floor with a hollow sound. She wanted to scream, to shatter something, anything. Instead, she let out a long, ragged breath and walked to the door.

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