He nearly ripped the menu from the server's hands. "The 'Chef Lorenzo's Secret Pasta'?" He spat the words out, each syllable laced with venom. He'd poured years into that recipe, the perfect balance of herbs, the slow-cooked sauce… all of it. Now, some charlatan was taking the credit.

A flush crept up his neck, and he could feel his pulse hammering in his ears. He gripped the edge of the table, nails digging into the wood. The restaurant, usually a sanctuary, felt like a cage.

His fists clenched, and he wanted to do something drastic, something to make them understand. He wanted to shout, but he knew that wouldn't help. He needed a plan, a strategy. He would get his justice. He would get what he deserved.

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