The musty scent of old paper and forgotten dreams clung to Sarah’s clothes as she sat hunched over the cardboard box. She'd agreed to this favor for her sister, but now she questioned her sanity. The attic was oppressively hot, and her fingers felt clumsy.

Her aunt, a paragon of virtue according to family lore, was in practically every photo he found. The faces were unfamiliar, but the context was clear. Her aunt, a woman who had apparently lived an entirely different life than the one the family had so carefully constructed. The betrayal, of the history she knew, hung heavy in the air.

Sarah pushed the box away from her, the sudden movement causing her chair to scrape across the floor. She rose slowly and went to the window, needing air. The world outside looked impossibly bright.

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