Chef Beatrice’s shoulders were slumped as she read the review. “Amateurish” – the critic had used the word to describe her risotto. The word felt like a physical blow. She let out a small, huffing sigh, then crumpled the paper into a tight ball.

She slammed the ball of paper into a trash can, the sound echoing in the silent kitchen. She felt a surge of energy, and started pacing, her steps quick and agitated. The rhythmic tapping of her shoes on the tiled floor filled the room.

Her assistant chef, Maria, attempted to speak. Beatrice cut her off with a sharp gesture of her hand. Then she turned to the stove, and started to cook.

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