Her hands trembled as she reread the email. "Significant improvements" they called it. "Investment opportunity." The audacity. Her stomach clenched, a knot of pure, simmering heat. She’d spent the last of her savings on a new mattress, and now this.

She ripped the email in half, then again, and again, until the pieces were tiny confetti. She almost threw them out the window but instead, crumpled them into a ball and threw it with all her might into the trash. The plastic bin, usually sturdy, nearly tipped over.

She needed air. Grabbing her coat, she stormed out of the apartment, the metal door slamming behind her with a resounding crash. She was going to complain to the property manager, though she knew it wouldn't change anything. Still, she had to try.

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