The world felt too loud. The air conditioning was making a rhythmic, annoying humming sound. Sarah hated mornings, and today was no exception. She had barely managed to finish her coffee when the doorbell rang.

It was Michael, the overly friendly teenager next door. His hair, as usual, was a chaotic mess. “Hey, Mrs. Davis! Could I possibly borrow some space in your yard? I was hoping to start a garden.”

The audacity! The sheer, unmitigated gall! Her shoulders slumped. She wanted to scream, to demand he just go away. Instead, she plastered a fake smile on her face and asked, “What did you have in mind?”

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