The notification bell pinged again, and Emily flinched. Another email. More reminders about the classes she couldn't afford to take. The scholarship, the thing she'd been counting on, was a lie. She wanted to scream. She wanted to destroy everything in her path.

She stared at the open textbooks on her desk. They seemed to taunt her, mocking her ambition. She thought about the summer job she would have to take. The extra hours. The reduced study time. The sacrifice she'd have to make. She felt a knot tighten in her stomach, a bitter taste rising in her throat. She pushed her chair back from the desk, unable to look at the books any longer.

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