The aroma of freshly baked bread, usually a comfort, failed to soothe Daniel. He sat at the kitchen table, the offending book propped open in front of him. "Daniel Blake: A Life Lived Fully." He felt anything but full. In fact, he felt utterly emptied.

The words, the narrative, felt wrong, twisted. This "fully lived" life was someone else's, a stranger's. He'd never wanted fame, he'd never sought attention. He just wanted to be, unmolested.

He pushed the book away, his hands trembling. The weight of it, the implications, settled heavily on his chest. He felt like he’d been tricked, violated. He wanted to scream.

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