The incessant chatter of the coffee shop grated on Michael's ears. He sat hunched over his lukewarm latte, trying to concentrate on his book, but the words swam before his eyes. A vibration jolted him. He glanced at the phone screen: Daniel "Digger" Davis.

Digger. The nickname alone conjured up images of muddy fields, forced humiliation, and a crushing sense of powerlessness. He felt his pulse quicken. His shoulders stiffened. He remembered the relentless teasing, the subtle sabotage, the way Daniel had always managed to make him feel utterly insignificant. He considered turning off the phone, just shutting the world out.

He imagined Daniel now: probably successful, probably smug, and probably still relishing the opportunity to make someone else feel small. He took a deep, shaky breath, the coffee suddenly tasting like ash. He slammed the phone onto the table, the abrupt sound silencing the nearby conversations.

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