The fluorescent lights of Mrs. Olsen’s classroom flickered, casting a sickly pallor over the already depressing room. She was stuck on hall duty, listening to the incessant chatter of teenagers, feeling the familiar weight of frustration. A child approached, bearing a small, elaborately gift-wrapped package. “For you, Mrs. Olsen,” the child chirped. "From Chloe."

Inside was a collection of bizarre figurines made from felt. The felt was of poor quality and the stitching was lopsided. Chloe. The student who was always off in her own world, the student who'd failed to hand in her last assignment. A wave of irritation washed over her. She knew, the moment she saw it, she'd never look at the figurines. She barely managed a tight-lipped smile as she received the package. She was already scheming on how to leave it in the staff room.

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