The lawyer’s voice droned on, but David barely heard it. The time capsule, unearthed during the property survey, had upended everything. He was supposed to be sorting through his late grandmother’s effects, not confronting his nonexistent past. The air in the dusty room felt thick and suffocating.

He ripped the plastic bag containing the capsule’s contents, scattering the items across the table. A baseball card, a plastic dinosaur, a crudely drawn picture. A wave of nausea washed over him. The thought that he might have been this trivial, this… *ordinary*… filled him with a bitter, acrid taste.

He slammed his fist on the table. The lawyer jumped. David ignored him, turning away, fighting the urge to shatter something, to destroy the evidence of a life he couldn’t recognize.

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