The first nail gun burst echoed through the thin walls, vibrating through Clara's bones. She slammed her gardening shears onto the potting table, nearly taking off a stray begonia shoot. This was it. The start of the house-flipping frenzy next door. That realtor had been practically licking his chops when he'd toured the place last month.

She stomped to the window, peering through the gauzy curtains. A hulking man in a neon vest was already tearing at the siding, ripping off chunks of weathered wood like it was paper. A vein throbbed in Clara's temple.

"Just breathe, Clara," she muttered, her hands clenching into fists. She turned away from the destruction, but the hammering had already begun. It was going to be a very long summer.

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