The lawyer droned on, his voice a dull monotone. Henry ran a hand through his hair, the gesture conveying his utter lack of patience. His sister, Olivia, leaned forward, hanging on every word. She always did.

The inheritance was being read out loud. Land, investments, art... Olivia was getting it all. Then came Henry's turn.

He was the new owner of his grandfather's taxidermy collection. A collection that filled an entire room in the mansion. The thought made his skin crawl.

He pushed back his chair, the scraping sound echoing in the sudden quiet. He needed to get away, to breathe.

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