The music was far too loud, the chatter too incessant. Michael felt a tremor of frustration starting in his gut. He plastered on a fake smile, nodding and making small talk with people he barely knew. He hated these gatherings.

Then he saw her. The forced smile vanished. He clenched his fists, his palms beginning to sweat.

She looked… happy. Damn it. He immediately felt that tightness in his chest again. He hated the way he was reacting.

He immediately turned away. He needed to escape the claustrophobic feeling. He grabbed another drink, downing it in one swift gulp.

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