The morning had been a disaster. Miss Carter had spilled coffee down her crisp white blouse, discovered a faulty photocopier, and received three emails complaining about her teaching methods. She was already anticipating the afternoon's staff meeting. The world seemed determined to irritate her.

A student from years ago, now a young man, approached her. “Miss Carter?”

She sighed. “Yes?”

He offered a bouquet of wildflowers tied with a simple ribbon. “These are for you. You always told us to appreciate the small things. Thank you for making class fun.” She stared at the flowers, then at him. The tension in her shoulders began to dissipate.

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