"This is ridiculous!" Sarah yelled, the words bouncing off the walls of the dusty shed. She slammed the time capsule—a simple shoebox—onto a workbench, splinters of wood flying. It was a complete mystery. She'd been clearing out the shed, a task she’d been putting off for months, and there it was: her name in clumsy crayon on the lid.

She ripped the box open. Inside were a series of childish drawings, a collection of dried flowers, and a tarnished silver locket. A surge of irritation coursed through her. The locket, she realized, she vaguely remembered it. Given to her by someone she had since lost contact with. The memories were a tangle, a jumble.

She tossed the contents back into the box with a violent sweep of her hand. The silence of the shed pressed down on her. The air was thick with the scent of forgotten things, and the rising feeling of… being cheated.

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