The screen buzzed, and the sound alone made Sam's face scrunch. *Kevin Jones.* The image of the man’s face made him wince. He hated his face. He hated his name. He hated everything about him.

He slammed his hand on the desk, the impact causing the coffee cup to jump, and the liquid to splash. The wetness was a further source of irritation. He pushed the notification away, not wanting to see it anymore.

He got up and began to pace. The room felt constricting, the walls closing in. He needed to get away, to find somewhere he could be alone, and to actually *breathe* again. He needed to go for a run. Now.

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