The brightly colored box mocked her from the porch. “Ms. Iris Bellwether.” The previous tenant. What was it this time? A new type of cat food? Artisan soap?

She sighed, a frustrated puff of air that rustled her bangs. This was a weekly occurrence. She dragged the package inside, the sound of the cardboard scraping against the concrete grating on her nerves. She had planned to spend the afternoon reading in the sun.

She was already calculating the time it would take to call the shipper, and the time she would lose while she was stuck on hold.

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