The office felt stifling. The air was thick, heavy, and the new hire, Ben, seemed to radiate a constant, irritating energy. He kept making suggestions and asking for changes. He was so *enthusiastic*.

“So, what you’re saying is…” Ben began, interrupting her for the tenth time that hour. She glared at the computer screen.

"No," she said, cutting him off, her voice low and dangerous. She pressed her lips into a thin line, focusing on her breathing. She could feel her heartbeat in her ears. She forced herself to finish explaining.

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