He found the email while slouched at his desk, staring blankly at spreadsheets. “An Announcement from Nino’s Family Trattoria.” He clicked it, and the world seemed to tilt. The words swam: “Closing its doors…after four decades…” His breath hitched. He re-read it, each word a hammer blow.

His hand shot out, knocking over his coffee cup. The scalding liquid drenched his keyboard. He swore, a low, guttural sound, and swiped angrily at the mess. Four decades! All his childhood memories involved that place. His grandfather used to take him there every Sunday.

He slammed his fist on the desk. He needed to get out of this office. He needed a drink, a stiff one. He stood abruptly, ignoring his boss's puzzled look. He was going to Nino’s, and he wasn’t going alone.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

This story is one of 1,000 stories generated for the emotion mad. 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 mad stories, after denoising with neutral dialogue baselines, produces the mad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the mad vector is projected through the unembedding matrix.

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290