“Character, darling! It has character!” The auctioneer’s words now echoed in her ears like a cruel joke. She had purchased a Victorian home, dreaming of restoration and beauty. Instead, she had a crime scene. A violent death had occurred within those walls.

She threw the antique vase across the room, watching it shatter against the fireplace. The sound was satisfying, the fragments mirroring the turmoil in her heart. She hadn’t slept in two days, every creak and groan of the house amplified in her mind.

She ran her hands across her face, smearing tears. The beautiful wallpaper, the meticulously chosen furniture... all felt tainted now. She reached for the phone, her hand shaking as she dialed her lawyer’s number.

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