The email notification on Ben's phone vibrated violently, a shrill buzz that cut through the quiet of the library. He shoved the phone in his pocket. *Not now, not here.* He tried to focus on the book in front of him, the words blurring on the page. His pulse hammered in his ears. He tapped his pen furiously against the worn wooden table, a rhythmic, impatient tattoo. He couldn't shake the feeling of being completely inadequate, of having wasted so much time. He decided to leave the library, he couldn't stand the quiet anymore.

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