The glossy invitation, plastered with photos of grinning teenagers, sat like a curse on the coffee table. Mark stared at it, a knot forming in his stomach. The glossy paper felt cold and slick beneath his fingertips. He felt his shoulders bunch up, and he rubbed them unconsciously, trying to ease the sudden tension.

The prospect of seeing those people again, of listening to their boasts about their careers and families… it was enough to make him want to flee the country. He glanced at the overflowing ashtray on the table. The thought of all that forced social interaction made him want to light another cigarette, and he quickly stood up and started pacing his living room.

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