The aroma of freshly baked bread usually soothed Chef Isabella. Today, it only intensified her frustration. The review had been particularly cruel, calling her signature sourdough "dense and uninspired." She threw the paper down, the action sharper than intended.

She was already on edge. The phone rang, and she snatched it up, speaking sharply into the receiver. She hung up, then kicked a nearby chair. She wanted to scream.

She moved around the kitchen, her movements jerky and erratic. She felt a burning ache in her throat. She needed space, needed to think. She slammed the kitchen 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