The grimy windows of the pawn shop did little to filter out the harsh sunlight, which seemed to mock Ethan’s already sour mood. He should have stayed home, he thought. He had to replace his phone, which seemed to constantly break at the worst possible times. The dusty displays and the cluttered aisles did little to ease his aggravation.

His gaze swept over the jewelry counter, and his breath hitched. The ring. His grandmother’s engagement ring. The one that vanished after her passing. He let out a humorless laugh. “Great,” he muttered under his breath, stepping forward. “How much for the ring with the…the weird setting?”

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