The sunlight seemed too bright in the sterile office. Ethan fidgeted, shifting in the too-soft armchair. He’d driven an hour to get here, and now he had to sit across from *him*. The kid from his middle school. The one who made his life hell.

He glanced at his watch. Still five minutes. He ran a hand through his hair, a gesture that did nothing to smooth the tangled strands. The office felt like a cage, small and close. He felt hot, his palms were clammy.

Suddenly, the door opened. A voice, familiar but subtly altered by years and education, called his name. Ethan stood up, trying to project an air of composure he definitely didn't feel. He walked into the lion's den.

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