The concert hall was a cacophony of cheerful chatter, a sensory overload that assaulted Eleanor's already fragile senses. She hated crowds, the jostling, the noise. She took her seat and scowled.

The music began. She closed her eyes. It was even worse than she'd imagined. Loud. Annoying. She wanted to leave, but couldn't bring herself to move.

A man leaned over, whispering, "Is this concert killing you too?" He revealed that he was also experiencing the symptoms. Eleanor glanced up, her expression softening a fraction. She nodded. Perhaps, just perhaps, it wouldn't be quite so awful after all.

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