The afternoon light cast long shadows as she ran her fingers over the aged paper. The letter, discovered tucked away in a box of her father’s things, was addressed to her. It was a vicious outpouring of disappointment, a cold assessment of her failings as a daughter, as seen through his eyes.

She had always known her father had his issues, but she'd never known he felt this way. The words cut deep, leaving her breathless. The room felt cold, the air thick with the unspoken.

She grabbed a heavy book from the nearby shelf and flung it against the wall. A framed photograph of her father crashed to the floor, the glass shattering into a million pieces.

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