"Damn it," Thomas muttered under his breath, kicking a loose pebble across the cracked pavement. He'd been looking forward to a quiet Saturday, a day for fishing and avoiding the world. Now, this.

He stalked towards the old backyard, the one he'd known since childhood. It had been his haven, his place. A wave of irritation washed over him as he came to a halt.

His eyes narrowed as he saw it. Gone. The towering redwood, the one he’d nurtured from a tiny seedling, reduced to sawdust and splintered wood. His shoulders slumped, the joy of the morning vanishing like smoke.

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