"Great," Clara muttered, the word a dry rasp. Her father's study was a mausoleum of forgotten things, a testament to his decades-long career. She'd volunteered to help, a foolish mistake. Now, she was surrounded by boxes, overflowing with his past, each one a little monument to his life.

She unearthed the letter. It was written on a sleek, expensive paper, the sort of paper she associated with formal, unfeeling business. The crispness of the document grated on her. She had a sudden, overwhelming urge to crumple it into a ball.

The words, a formal farewell to his long-term employer, were cold and impersonal. She scanned the letter with a growing sense of unrest. There were little comments about feeling underappreciated, and unfulfilled. She sighed, her shoulders slumping. Her father, the steady rock, had clearly had his moments of something else.

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