The cramped apartment felt stifling. Sweat beaded on Maya's brow as she checked her watch for the tenth time in as many minutes. The minutes were not passing quickly enough. She was bracing herself.

She had to see Chloe. Chloe, who had always boasted of her connections in the art world, the gallerist with the inside track. A friend had casually mentioned Chloe’s job at a local souvenir shop. The information had settled like a stone in Maya’s stomach.

The buzzer rang. Maya clenched her fists, her nails digging into her palms. The anticipation of the lies, the elaborate stories, made her feel physically ill. She took a deep, shaky breath, and went to open the door.

Emotion: grumpy

Cluster: Anger / Hostility
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 0.64

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
👎0.232
either0.230
😠0.227
C0.226
:(0.216
Suppressed:
超越-0.206
newfound-0.197
স্বীক-0.195
खोले-0.192
অপহরণকারীদের-0.184