The muscles in Brian’s jaw were clenched so tight he felt a headache blooming behind his eyes. The cafeteria was packed, the noise a deafening roar. He picked at his salad, the lettuce seeming to mock him. He had just read the news, the announcement of the new salary increases. He now knew that Jason, the new project lead, was getting a higher salary than him.

Brian found himself avoiding eye contact, especially with Jason. He felt a lump in his throat when Jason spoke to him. His responses were terse and clipped. He ate his lunch quickly, then left the cafeteria, finding some form of solace in the relative quiet of his office. He slammed his door, only to take a deep breath to calm 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