The humid air of the solicitor's office seemed to cling to Arthur like a damp shroud. He tugged at his collar, the starched fabric feeling like a noose. His sister, Beatrice, practically vibrated with excitement, her eyes sparkling as she took notes. He just wanted it over with.

He crossed his arms, the action a familiar shield. The solicitor, a man whose smile seemed permanently plastered, began the reading. Land, stocks, a trust fund – all went on and on, a monotonous drone. Then came the twist. Beatrice would inherit the manor house, a sprawling estate, and Arthur... a collection of antique buttons.

He scoffed internally. Buttons. He almost spat at the word.

The solicitor paused, seemingly sensing his… displeasure. “A very rare collection, Mr. Arthur,” he offered smoothly. Arthur merely grunted in response.

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