The silence of the empty school building felt oppressive to Mr. Davies. He preferred the clamor of the students. The silence accentuated the weariness in his bones. He missed the noise, the energy, the constant interruptions. The annual inspection was looming and the prospect weighed heavily on his mind.

A girl, no older than twenty, entered his office. “Mr. Davies?” she asked. He barely glanced up, lost in his thoughts.

“Yes?” His voice was gruff.

“I’m Chloe. I was in your English class a long time ago. I’m a writer now. I just wanted to give you this.” She presented a signed copy of her debut novel, a copy that felt light in his suddenly heavy hands. His gaze softened as he looked at her.

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