The heat in the garage was stifling. Sarah wiped the sweat from her brow with the back of her hand, leaving a smear of grime. This was a colossal pain. Why did her father keep everything? "Just a few boxes," he'd said. "Easy peasy," he'd claimed.

She held the letter gingerly, as if it might bite. The paper felt thin, almost translucent with age. The words, about a job she'd never known her father to have, were small and precise, each letter carefully formed. She clenched her jaw, her gaze fixed on the meticulous penmanship.

The contents of the letter painted a picture of a life she'd never known. He was leaving a job she had never heard of. She wanted to know more, but she felt her breath catch in her throat.

Emotion: annoyed

Cluster: Anger / Hostility
PC1 (Valence): -0.59 Negative
PC2 (Disposition): 1.27

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.376
😠0.251
0.249
🤬0.245
fucking0.239
Suppressed:
own-0.352
渗透-0.251
gradually-0.234
unfolding-0.226
超越-0.224