The pawn shop door groaned open, its rusty hinges a perfect accompaniment to the sour note within Evelyn. She hated the relentless drizzle, the endless to-do lists, the general feeling of inadequacy that clung to her like the damp air.

Everything was a battle, a constant uphill climb. She felt like she was wading through treacle. The shop, with its dimly lit corners and cluttered shelves, felt like a physical embodiment of her internal state. The silence of the place only added to the internal pressure.

And then she saw it. Nestled among a collection of forgotten watches and broken jewelry. A ring. Her grandmother's ring. A wave of unexpected sadness washed over her, making her heart clench.

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