“Honestly,” Mrs. Peterson huffed, clutching her chest as she watched the delivery trucks block her driveway. She’d been trying to get to the grocery store for an hour. This wouldn't do at all.

She tapped her foot impatiently, her lips pursed into a thin line. She needed to get some milk before her afternoon tea. She huffed again, and waved her hand as if trying to dismiss the enormous truck from existence.

She decided to call the city, but she knew nothing would come of it. This was all just a nuisance.

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