The relentless tick-tock of the grandfather clock in the hallway was driving him insane. His sister, Carol, was explaining, again, why she wanted to sell their father’s collection of vintage stamps. David’s shoulders slumped. He felt a throbbing headache developing behind his eyes.

He crossed his arms, the action stiff and involuntary. His mouth was set in a firm line. He wanted to interrupt, to tell her to *stop*. To scream. The stamps were the only thing of any value they had left to remember their father.

"It's practical, David," Carol said, a hint of impatience creeping into her voice. David closed his eyes, his head starting to ache. The clock’s rhythm intensified. He longed for the room to fall silent.

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