Sarah slumped onto the uncomfortable floral armchair, the harsh sunlight slicing through the curtains. The house, usually filled with her father’s booming laughter and her mother's humming, was now a tomb of quiet emptiness. The lawyer had just left, delivering a mountain of paperwork. She sighed, pushing a stray strand of hair away from her face, an unconscious act of frustration. In her father's study, she unearthed a small, crumpled piece of paper inside his desk drawer. It was her mother’s handwriting. The list was short, penned in shaky letters: "Visit Venice." "Write a poem." "Learn to play the ukulele." What garbage, thought Sarah. What a waste of time. She balled up the paper in her fist.

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