The cramped space of the storage room made Leo feel claustrophobic. He’d volunteered to organize the clutter, a task he was already regretting. The air was thick with the smell of old paper and forgotten things.

He flipped through a photo album, his mouth tightening with each page. His great-aunt, a woman whose life was portrayed as one of piety and service, was pictured dancing with a group of men, all of them smiling. She looked free and happy. Nothing like the stories he'd been told.

He wanted to throw the album across the room. What a mess.

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