He held the letter, his knuckles white against the paper. The words were meaningless, empty. Years of silence, and then this? His lips were pressed into a thin, tight line. A vein throbbed in his temple.

He walked to the window, staring out at the cityscape, the lights blurring through unshed tears. The apology was a violation, a fresh wound. He crushed the paper in his fist, the sound a small, insignificant crunch.

He wanted to scream. To break something. But instead, he took a deep breath, trying to steady his trembling hands. The weight of the past settled upon him again.

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