He was at a wedding, awkwardly attempting small talk with distant relatives. The band started playing. “Oh, this is a good one!” his aunt gushed, swaying beside him. The first few chords hit, and his head swam. It was his piece.

He felt the smile on his face falter. The band's interpretation was… well, it was something. Certainly not what he'd intended.

“Isn’t it beautiful?” his aunt repeated. He just nodded, his throat suddenly dry. He excused himself, citing a sudden need for fresh air. He wandered away, looking for a place to sit by himself.

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