The artist, Arthur, ran a hand through his hair, leaving it a mess. He was at a convention, meant to be mingling, networking, selling prints. Instead, he was stuck staring at the man who was currently pointing to his own chest.

On the man’s sternum was Arthur’s most recent, and most personal, piece. The artist’s chest felt tight.

"It's like, you know," the man said, leaning in. His breath smelled of stale coffee. "Your work, it really... speaks to me. Soulful, ya know?" Arthur’s jaw clenched. He wanted to go home and paint, just to purge himself of this feeling that churned within him.

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