The bell above the door chimed, a sound that echoed the shrillness of the headache blooming behind Daniel's eyes. He had been meaning to clean out the garage for months. He stepped into the pawn shop, the air immediately thick with the scent of forgotten treasures and broken dreams, a smell he detested. He just wanted this to be over.

He saw it. Nestled among a collection of cheap watches and broken chains: the ring. The one his grandfather had given his grandmother. He clenched his fists, knuckles white. The shop owner, a man with a perpetually bored expression, watched him with a lack of interest that added insult to injury. ā€œI’m looking at that ring,ā€ Daniel stated, his voice flat.

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
éŖ‚0.249
🤬0.245
fucking0.239
Suppressed:
own-0.352
ęø—é€-0.251
gradually-0.234
unfolding-0.226
č¶…č¶Š-0.224