He stared at the menu, the words blurring before his eyes. “Mama Rosa’s Secret Spaghetti Sauce.” The familiar name, the familiar description – it was his mother’s recipe, a legacy passed down, now stolen and monetized. He slammed the menu down on the table, the noise drawing a few curious glances.

He wanted to smash something, to scream, to lash out. He felt a cold sweat break out on his forehead. He gripped the edge of the table, his knuckles turning white. The restaurant was filled with the aroma of garlic and tomatoes, but all he could smell was betrayal.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253