"Honestly," Arthur grumbled, kicking at a loose paving stone on his way to work. The sun was out, a perfect day, but it did nothing to lift his mood. Daniel, that idiot, was throwing a pool party. The same day as Arthur's sophisticated whiskey tasting.

The scent of freshly baked bread from the bakery across the street usually brought a smile to his face, but today the aroma was an assault. He quickened his pace, the clench in his stomach intensifying with each step.

"Can't people just... *think*?" he muttered under his breath. Arthur’s shoulders were hunched, his hands shoved deep into his pockets as he hurried. The thought of Daniel, surrounded by shrieking children and chlorine, made him want to scream.

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