The pristine white walls of the gallery felt suffocating. Amelia glared at the list clutched in her hand. "Paint a masterpiece"? Her mother, a woman who always valued practicality over passion, had written this? A bitter laugh escaped her.

She stalked through the exhibit, the artwork blurring before her eyes. The idea of her mother, with a brush in hand, felt like a betrayal. The curated beauty of this place, the smiles and the polite chatter grated on her nerves. She wanted to scream.

She pushed past a group of admirers and abruptly exited the building. She needed air, something to break free of this stifling feeling. She walked briskly down the street, bumping into someone and muttering a harsh apology without making eye contact. The list, now crumpled in her fist, felt heavy, leaden.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

This story is one of 1,000 stories generated for the emotion mad. 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 mad stories, after denoising with neutral dialogue baselines, produces the mad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the mad vector is projected through the unembedding matrix.

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290