The air in the used bookstore was stale, thick with the scent of aged paper and forgotten dreams. Sarah had been browsing for hours, her patience wearing thin. Finally, she'd found a reasonably priced copy of *Wuthering Heights*. She was ready for the dramatic romance. A letter, pressed between two pages, stopped her in her tracks.

It was a love letter. She could tell by the spidery script, by the faded ink. It was addressed to someone named 'Isabelle'. A private moment, now shared, violated. She felt a tightening in her chest.

She closed the book with a snap, the sound echoing in the otherwise quiet shop. She considered it, and finally, she tossed it back on the shelf. The clerk would probably find it. She marched out of the store.

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