The paper crackled in her clenched fist. Twenty years. Twenty years she’d gone without an acknowledgment, a whisper of remorse. Now, a hastily scrawled note, stained with what looked suspiciously like coffee. Sarah slammed it onto the kitchen counter, the force making the ceramic mugs rattle in the cupboard. She paced the length of the galley kitchen, the worn floorboards groaning under her weight. Her jaw ached.

She found herself staring at the garden, at the overgrown rose bushes, which had been her mother's pride. She remembered the day, the humiliation, the sheer, crushing weight of it. She grabbed a pair of gardening shears from the shed, her knuckles white as she wrapped her fingers around the handles. The air filled with the metallic tang of impending rain, mirroring the metallic taste in her mouth.

The shears snapped closed with a satisfying *snick*.

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