The air in the art gallery was thick with hushed conversations and the scent of expensive perfume. Chloe, clutching a glass of wine, listened as Sophia described their joint art project. Sophia was the visionary, the talented artist.

Chloe fiddled with the strap of her purse. Her teeth clenched. The narrative felt alien.

She recalled the hard work, the hours, the nights spent working on the project. *She* had come up with half of the creative ideas. And *she* had done most of the labor.

“It was all my idea, really,” Sophia said, smiling at an admirer.

Chloe took a large sip of her wine, her face carefully blank.

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