He was wandering through a record shop, hoping to find some inspiration. The shop was a haven for old music and dusty dreams. The owner had put on a local band, and the first song began. It was his song.

He couldn't help himself; he winced. The production was rough, the vocals strained. He wanted to shout. He wanted to tell them what they were doing wrong.

He paced the aisles, his hands shoved deep into his pockets. He eventually left the shop without buying anything.

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