The attic air tasted of dust and forgotten things. Clara slammed the trunk lid shut, the sound echoing in the confined space. She tugged at the stubborn zipper of a smaller chest, her jaw tight. *Another hour wasted,* she fumed inwardly. The family's official history, the one her grandmother always spun, was a tale of quiet dignity and unwavering devotion.

A sepia photograph, unearthed from the chest, showed her grandfather, a notorious teetotaler, arm-in-arm with a man hoisting a beer stein. He was laughing, a genuine, unguarded laugh that she’d never seen. Clara felt a prickle of heat crawl up her neck. This was not the man she knew, the stoic figure who rarely spoke.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205