The attic air hung thick and dusty, catching in Agnes’s throat. She ripped open the cardboard box, scattering brittle leaves from a forgotten scrapbook. Her knuckles whitened as she picked up a faded photograph. Aunt Millie, the saintly matriarch, was grinning, arm-in-arm with a man who was undeniably *not* Uncle George. He had a handlebar mustache and a glint in his eye that made Agnes want to slam the box shut. The tales of their perfect, loving marriage, passed down like gospel, now felt like a carefully constructed lie. A wave of heat washed over her, making her temples pound. She tossed the photo onto a pile of others, the flimsy paper catching on her fingernail, tearing slightly.

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