The constant buzzing of the saw was a high-pitched whine that burrowed into Leo's skull. He tossed the newspaper onto the coffee table with a frustrated gesture, the pages scattering like fallen leaves. He wanted to read, to escape.

He slammed his fist on the table. He was trying to relax. He could feel the tension building in his shoulders, a tightening that made his neck ache. He rose abruptly and started pacing his small living room.

He needed something, anything, to make the incessant noise stop.

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