The newspaper crumpled in Amelia’s hands. She slammed it down on the kitchen table, scattering crumbs and coffee rings. “Unbelievable,” she muttered, her voice tight. The headline screamed it: “Luigi’s, A Final Farewell.” Twenty years of Wednesday night lasagna, gone.

Her breath hitched. She ripped open the pantry, searching for something, anything, to quell the mounting pressure in her chest. A box of stale crackers. Useless. She kicked the wastebasket across the floor.

Amelia grabbed her keys and practically flew out the door. She had to *see* it. Had to confirm this wasn’t some cruel joke. The familiar route, usually calming, now felt like a torment.

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