A bead of sweat trickled down David's temple as he saw her. He subtly adjusted his tie, suddenly finding the collar too tight. He wished he'd chosen a different shirt, a different tie, a different… everything. He hated the forced cheeriness plastered on his face as he bumped into a waiter carrying a tray of canapés.

The miniature quiches slid precariously close to his freshly ironed trousers. “Oh, sorry,” he mumbled, quickly moving away. He wanted to scream. Why did she have to choose this exact moment to be here?

He retreated to the bar, ordering the strongest drink he could find. The ice clinked in the glass, a sound that grated on his nerves. He watched her across the room, seemingly radiant. He wanted to disappear.

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