The legal jargon washed over Leo like a lukewarm bath. He hadn’t slept well, and his head throbbed. He’d envisioned a significant inheritance, enough to finally ditch the soul-crushing job. His sister, Clara, looked positively radiant, as if bathed in an inner light.

The solicitor cleared his throat, adjusting his glasses. “Mr. Leo will receive the family's extensive library, including several first editions.” Leo’s shoulders slumped. He hated reading.

Clara gasped theatrically. “Oh, Leo, how wonderful!” she gushed, her voice like wind chimes.

He barely managed a nod, his jaw clenched. He pictured himself, alone in a cold room, surrounded by dusty books. A heavy, oppressive feeling settled in his chest.

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