The news landed like a lead weight in Carol's stomach. She was being shuffled to the legal department. "Excellent," she drawled, the word devoid of any emotion.

She stared out the window, the city skyline appearing hazy through the rain-streaked glass. She pinched the bridge of her nose. The new department was going to be difficult.

She imagined endless meetings, complex jargon, and mountains of paperwork. Her hands clenched into fists, the nails digging into her palms. The thought alone was enough to make her want to scream.

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