“I can’t believe you’re still talking about it!” Maya's voice was sharp, a weapon aimed at Chloe. They were supposed to be having brunch, but all Chloe wanted to do was discuss the party. "I thought it was the best night of my life, truly. The music, the atmosphere…" Chloe's eyes glazed over, lost in her memories.

Maya stabbed her eggs repeatedly. Her fork bent slightly under the pressure. Chloe kept going, oblivious to the storm brewing within her. The shared memory, the joy, had been twisted and contorted. She'd told her it was awful, embarrassing, a failure.

The restaurant, usually a haven, now felt like a cage. Every cheerful laugh, every clinking of silverware, grated on her nerves. She pushed her plate away. She wanted to yell. She wanted to scream. She took a deep breath. She wouldn't give her the satisfaction. "I need to go," she announced, the words clipped and cold.

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