Rain lashed against the windows of the cluttered attic, mirroring the storm inside Amelia. She’d stumbled upon it while searching for holiday decorations, this rusted metal cylinder tucked away in a cobweb-draped corner. It felt… alien. She unscrewed the cap, her hands trembling.

A wave of frustration washed over her as she examined the contents: a worn teddy bear, a collection of marbles, and a small, leather-bound diary. Her own name, in shaky, childish letters, adorned the cover. She flipped through the pages, but the ink blurred before her eyes. Each entry seemed like a taunt, a reminder of forgotten days and a life she couldn't grasp.

She crumpled the diary in her fist, the paper crackling under pressure. The attic air felt thick, stifling. She kicked a stack of boxes, sending dust swirling into the air. This whole thing was… infuriating. She should be happy, shouldn't she? Discovering a piece of her past? Instead, she wanted to scream.

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