The sunlight streaming through the window seemed to mock her. The letter, found tucked inside her father's old briefcase, detailed his resignation from the family business – a resignation he’d always claimed had been his own decision, a desire for a different life. Lies, all lies. The paper felt slick beneath her sweating palms. Her breath hitched, each inhale a sharp, ragged gasp. She wanted to scream, to shatter something. The meticulously penned sentences, once so neat, now blurred with the tears welling in her eyes, tears born not of sadness, but of a simmering rage.

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