"So, you see," the tattoo artist said, gesturing with a gloved hand toward the man sitting in the chair, a perfect rendition of Clara's "Whispering Woods" emerging on his back. Clara felt her chest constrict.

She’d never agreed to this. She’d never given permission. She stared at the artist, her lip curling in disgust. His explanation was laced with a careless, almost patronizing tone.

She wanted to dismantle the entire studio. Every needle, every chair. She wanted to obliterate the image. Her hands clenched. She felt the urge to hit something.

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