The attic air hung thick and dusty, coating Sarah’s throat with grit. She slammed the lid of the cedar chest shut, the wood groaning in protest. Finding the list should have been sentimental, a poignant reminder of her mother. Instead, it was a lit fuse. "See the Northern Lights"? Really? Mom never even took her to the local planetarium.

She kicked a forgotten stack of photo albums, scattering images of a smiling woman who now felt like a stranger. The list was a taunt, a vibrant testament to a life unlived in the ways Sarah always *wanted* to experience. Fury coiled in her stomach, a bitter knot.

The handwritten scrawl, elegant and optimistic, stared up at her from the page. "Learn to play the ukulele"? Sarah snatched it up, tore it in half, then crumpled the pieces into a ball. She tossed it into the chest and slammed it shut again, hard. The lock clicked, a sound that finally seemed to match how she was feeling.

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