“Absolutely preposterous!” I spat, the word laced with venom. I paced the sterile confines of the lawyer's office, my tailored suit feeling constricting. The document lay open on the gleaming mahogany desk, the ink mocking me.

My sister, Seraphina, the actress, now owned the family art gallery. I, the one who’d spent years nurturing the business, curating its collections, received… a small trust fund.

I balled my hands into fists.

The lawyer, a man with a perpetually neutral expression, continued to sip his water. I could feel my pulse hammering in my temples. The room, with its expensive furniture and muted colors, felt suffocating.

My blood was boiling. I fought the urge to overturn the table. The thought of confronting Seraphina made me shudder.

“This… this changes everything,” I finally managed, my voice strained.

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