The small talk was relentless. He stood by the bar, nursing his whiskey, trying to avoid eye contact. Each forced greeting, each insincere compliment, felt like a pinprick. He wanted to retreat into himself.

The room seemed to spin, the noise blurring into a meaningless hum. He felt a tension building in his shoulders, a tightness that wouldn't release. He felt an intense need for silence.

His name was called, and he flinched. He took a long, slow sip of whiskey, the burning sensation a small comfort. He walked towards the podium, his steps deliberate and heavy.

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