Brenda slammed the book shut, the cover slapping against the glossy pages with a satisfying thud. Her jaw clenched. A chill ran down her spine, not from the sudden draft in the library, but from the unsettling feeling that someone had been rifling through her life. The biography, “Brenda Blackwood: A Life of Unseen Strength,” was a blatant fabrication. The details, oh, they were there, superficially accurate, yet twisted and distorted into a narrative she barely recognized. She could feel a twitch in her left eye.

She tossed the offending tome onto the mahogany table. The librarian, a young woman with overly-enthusiastic eyebrows, rushed over. “Everything alright, ma’am?” Brenda forced a smile. "Fine, just… a bit surprised," she managed, her voice tight. The smile felt brittle, strained. She needed air.

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