The email thread stretched endlessly. "So sorry, can't make it to your karaoke night, David! Liam's party…" the words blurred together. He leaned back in his chair, the office lighting suddenly too bright. Everything, from his carefully selected venue to the custom-made cake topper, felt tainted.

A headache began to throb behind his eyes. He pictured the karaoke machine, gathering dust. The expensive food, uneaten. The hours he had spent choosing the songs, the favors, the decorations. All wasted.

He rubbed his temples, a deep frown etched across his face. He felt a profound sense of… deflation. He pushed the chair back, and got up to get a glass of water.

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