The musty air of the basement clung to Leo like a shroud. He’d promised his wife, Jessica, he’d go through the old files. Now he found himself staring at a stack of unorganized documents, the task feeling impossible. He picked up a manila envelope. Inside, he found a letter, addressed to his college roommate, written in his own, youthful handwriting.

He ripped it open. “Dear Kevin…” he read, a wave of something akin to shame washing over him. The words, filled with youthful boasts and insecurities, were like a slap in the face. “I’m constantly fighting with…” He tossed it back onto the pile with a disgusted sound. His jaw clenched. He’d deal with the rest of this later. He headed upstairs, needing fresh air.

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