The coffee tasted like burnt rubber. Sarah, the new girl, chattered on and on, oblivious to the fact that Martha could barely stand to be in the same room. The incessant sound of her voice scraped across Martha's nerves.

Martha watched her meticulously, her gaze narrowed. Sarah kept getting the simplest things wrong. She made notes on a tablet, writing everything down. Martha wanted to rip the tablet from her hands.

"And then you just..." Martha stopped mid-sentence, trying to swallow the words that were forming in her mouth. She took a deep breath and began again, her tone rigid. "You need to proofread before you submit."

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