The bustling marketplace was a symphony of sounds she usually enjoyed, but today, it was a cacophony. Sarah navigated the crowded stalls, shoulders hunched, trying not to make eye contact with anyone. Her hands were balled into fists. The aroma of freshly baked bread usually delighted her, but today it only served to remind her of the recipe she'd created, now being sold as "Mama Rosa's Rustic Loaf."

She felt a tremor of fury, threatening to bubble over. It had taken her years to perfect that recipe. Years!

She felt a sharp pain in her temples, and she knew she wouldn't be able to stay in the marketplace long.

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