The stale, recirculated air was thick and heavy. A tremor ran through Deborah’s fingers. She kept squeezing and un-squeezing her fists, trying to release the tension that was building within her. Three hours. She could not believe it.

Her coworker, Robert, offered her a candy bar. She shook her head, unable to speak, the words caught in her throat. She glanced at the emergency phone, the silent black receiver a constant reminder of her helplessness.

She ran a hand through her hair, the movement jerky and agitated. She closed her eyes, fighting back the urge to scream. This was a nightmare.

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