The email glowed on Chloe's laptop screen. Daniel's party announcement, brightly colored and boastful. Right on her birthday. She let out a sharp, involuntary hiss of breath. A knot formed in her stomach, heavy and uncomfortable.

She'd poured her heart into organizing a low-key picnic in the park, complete with homemade vegan treats and a book exchange. The perfect, quiet celebration she'd craved. Now, Daniel’s raucous karaoke night threatened to obliterate it.

She envisioned the chaos: the blaring music, the drunken revelry, the inevitable social media dominance. And her own carefully curated afternoon, reduced to a footnote. Her hands clenched into fists, nails digging into her palms.

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