The discovery sent a fresh wave of heat through her, a burning sensation in her chest that made it hard to breathe. The realtor, that cheerful charlatan, had assured her it was "move-in ready." The hidden room, tucked away behind the laundry chute, was another deceit, another lie.

She felt like she was trapped. Trapped in a house, trapped in a life she no longer recognized. She wanted to lash out. To scream. To break something.

Her hands shook as she ran them through her hair, pulling at the strands. She imagined taking the sledgehammer she'd bought to knock down the useless wall. The action seemed satisfying.

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