The notice was plastered to the door, a cruel white rectangle interrupting the familiar wood grain. Beatrice ripped it down, the paper tearing raggedly. Her jaw clenched. She kicked at the overflowing recycling bin, sending cans clattering onto the cracked pavement. This was ridiculous. Absolutely preposterous.

She stomped back inside, slamming the door hard enough to rattle the cheap picture frames hanging crookedly on the wall. The stale air of her apartment felt thick, suffocating. She threw the eviction notice onto the already cluttered kitchen table, then shoved a handful of cold cereal into her mouth, chewing with fierce intensity.

The landlord. That weasel. She’d have his hide.

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