Rain lashed against the windows, mirroring the tempest inside Leo. He shoved his hands deeper into his pockets, the damp cold doing little to penetrate the chill that had settled in his bones. The pawn shop, a haven of mismatched furniture and tarnished trinkets, was his last resort.

He hated this whole damn day. Every little thing was an annoyance. The leaky faucet at home. The endless traffic. The boss's veiled criticisms. Now, this.

He saw it, a flash of gold and a familiar sparkle, tucked away in a velvet-lined display. His jaw clenched. He moved closer, the air thick with a sense of sudden, intense pressure. The ring. His grandmother’s ring. He glared at the price tag, a small, white rectangle stuck on the glass.

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