The attic air hung thick and dusty, catching in Liam's throat. He choked back a cough, wiping his brow with the back of his hand. His mother, bless her heart, had been a hoarder. Now, sorting through her belongings after the funeral, he was finding treasures – or, rather, he was finding mountains of stuff.

He’d stumbled upon a trunk labeled "Liam's School Days." Curiosity, a fleeting emotion, had driven him to pry it open. Inside, nestled amongst yellowed construction paper and faded report cards, were every single thing he'd ever produced in elementary school. His clumsy crayon drawings of spaceships, the less-than-stellar book reports, the scribbled notes he'd passed in class. His jaw clenched.

He slammed the trunk lid shut, the sound echoing in the confined space. This was mortifying. He felt a heat prickle beneath his skin. Why? Why would she do this? He pictured her, decades ago, carefully filing each piece of his work, a secret admirer of his fledgling, often awful, efforts.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296