"Honestly," Ms. Chen muttered, fiddling with the thermostat that, as usual, stubbornly refused to budge. The classroom was stifling, the air thick with the smell of stale chalk and unwashed bodies. She was already in a foul mood after grading a particularly dreadful stack of essays. Then, a student she'd never seen before, a girl with vibrant pink hair, appeared at her door, clutching a large, unwieldy box.

“For you, Ms. Chen!” The girl beamed, setting the box down with a thud. "From… uh… Sarah."

Ms. Chen opened it with a sigh. It was a terrarium. A complex, elaborate terrarium, complete with tiny figurines of dinosaurs and what looked suspiciously like fake, glowing mushrooms. Sarah, the student who’d constantly disrupted class with her ‘creative outbursts’ of weird and wonderful projects, the one who'd barely passed her exams. She felt a heat rise in her chest. She wished the girl hadn't bothered.

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