The sun was setting, casting long, distorted shadows across her living room. The photos on the screen, showing the renovated kitchen with the awful granite countertops, practically screamed "NEW!"

A burning sensation flared in her chest. She remembered scraping the wallpaper in that kitchen, her father whistling while he worked, the smell of fresh paint mixing with the scent of her mother's cinnamon rolls.

She took a deep breath, trying to calm her racing pulse. She would not let this ruin her night. She would not look again.

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