He’d arrived early, hoping to get it over with. Now, watching the men in their orange vests, he wished he had stayed in bed. His chest felt constricted. His fists were clenched so tightly his fingernails dug into his palms.

The air itself seemed thick and suffocating. The old oak tree in the front yard, once a playground, now looked gnarled and frail. He didn't want to go inside, didn’t want to face the ghosts.

He thought of the endless chores, the scraped knees, the family dinners. All gone now. He dug his heels into the dirt. He felt a bitter, unwelcome sting behind his eyes.

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