The wallpaper, peeling and stained, mocked her. Another hidden room, behind the pantry, filled with cobwebs and forgotten junk. The inspector, the *liar,* had sworn the house was move-in ready. Sarah’s knuckles throbbed as she raked a hand through her hair, tangling the strands.

The air felt thick, heavy, like a physical weight pressing down on her. She had envisioned the perfect kitchen. Bright, airy, a sanctuary. This – this was just another reminder of her failure.

She grabbed a rusty can opener from the counter and flung it against the wall. The metal clanged, the sound resonating through the oppressive silence. She wanted to shatter something, anything. The world was unfair.

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