“Well, this is just great,” thought Clara, her voice a low murmur as she entered the pawn shop. The cheap, plastic Christmas decorations hanging from the ceiling felt like another nail in the coffin of her already bleak mood. It was the worst of times.

She felt like a prisoner in her own skin, every little thing grating on her nerves. The incessant chatter of the shop owner, the cacophony of the street outside, everything felt like a personal attack.

Then, she saw it. Tucked away in a dusty corner, a familiar glimmer. A ring. A ring she knew. Her grandmother's ring. A sudden, sharp ache pierced her chest, a physical manifestation of her sudden despair.

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