Rain lashed against the windowpane, mirroring the relentless drumming in Eleanor’s head. She’d been looking forward to a relaxing evening, curled up with a used copy of *Pride and Prejudice* she'd snagged for a song. Now, this… this latest distraction. A yellowed envelope, wedged between the pages near the end, crumbled slightly as she pulled it free. Her teeth ground together.

The handwriting, a florid, looping script, was barely legible. *Dear Thomas…* The letter was addressed to someone, a century or more ago. Eleanor sighed, a puff of frustrated air. Didn't anyone have a shred of respect for personal space these days? Or, apparently, for the sanctity of a used bookstore purchase?

She tossed the letter onto the small table, the thin paper landing with a disheartening *thwack*. She picked up the book and flung it to the floor. The cover hit with a solid thud. She then stalked to the kitchen, seeking solace in a steaming mug of peppermint tea.

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