"So, who's the teacher?" Emily asked her husband, a forced cheerfulness in her voice. He had a look on his face, a look of profound distress. He’d just gotten home from orientation. It was Mr. Davies. The same man who’d once assigned him to detention for not completing a history project. A wave of irritation washed over her.

She looked at her son, his bright, innocent face. The thought of him going through the same experiences made her feel a surge of protectiveness. She bit her lip, suppressing the urge to call the school and request a change. "Well, that's… interesting," she said, her voice strained.

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