The constant noise from the construction site across the street was a persistent irritant for Sarah. She wished that her neighbors would be quiet. She was forced to take refuge in her kitchen. She'd been in a foul mood since her morning coffee had tasted like burnt plastic.

One of the construction workers approached her, showing her a box they had found buried in the yard. She stared at it, her face a mask of annoyance. She knew, somehow, that this box was hers. It contained, among other things, a collection of her old, awful poetry.

The act of reading those old poems made her feel a rising tide of discomfort. The words, so raw and unguarded, were a painful reminder of a younger, more vulnerable self. She hated it. The memory of feeling so raw, so openly vulnerable, made her stomach churn. She snatched the box from the worker’s hands, muttered a curt thank you, and 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