The air in the office felt thick, heavy. Kevin, usually chatty, remained silent. He found himself avoiding interactions. He was looking at the email about pay grades. It was hard to believe. Sam, with the least seniority, was now being paid significantly more. He let out a loud exhale, the sound like a grunt of disgust.

He found himself staring at Sam, trying to look at any mistakes. The thought of confronting his boss made him break into a cold sweat. He slammed his keyboard when he found he could no longer focus on his tasks. He felt a compulsion to go for a run, the only thing that sometimes quieted the internal tempest.

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