The wallpaper peeled away under Amelia’s frantic clawing. Dust motes danced in the single ray of sunlight slicing through the gap. She’d been at it for hours, the cheap, floral paper a defiant barrier against her will. He, the contractor, had sworn there were no hidden spaces, that the house was “exactly as advertised.” Liar. She slammed her fist against the exposed lath and plaster, a sharp crack echoing in the suddenly silent room. This was a deliberate act of obstruction, she was sure of it. Her jaw clenched.

She ripped the rest of the paper down in one savage motion, her breath coming in ragged gasps. The hole was bigger now, revealing a dark, musty space. She jammed her shoulder against the wall, pushing with all her might.

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