The phone vibrated in Leo's pocket, a notification from his sister. "Have you seen this? 'The Amazing Apple Pie' from that new pie shop!" His pulse quickened. He hadn't seen it, but he knew. That apple pie was his, a creation he had perfected over years of trial and error.

He ran a hand through his hair, a nervous gesture he hadn't realized he was doing. The pie shop, "Sweet Surrender," had opened just weeks ago, and now, he was seeing his work being sold without any credit. He had devoted countless hours, perfecting the crust, balancing the sweetness, adding the secret spice blend his grandmother had always used.

He stared out the window, the image of that pie, being given away under another name, burned into his memory. He grabbed his keys and slammed the door behind him.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296