The vibrant chatter of the fence builders was like needles jabbed directly into Robert's skull. He hunched deeper into his chair, trying to blot out the noise. He'd put in earplugs, but the vibration still seeped through, a low hum of annoyance.

He glanced at his watch. Still early. He'd wanted a quiet morning to read. Instead, he was trapped in this cacophony of hammering and sawing.

He tossed the book aside, the action impulsive and uncontrolled. The world felt too much, the noise too invasive. He just wanted them to 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