Ms. Bell tapped her foot impatiently, waiting for the photocopying machine to finish its endless cycle. The printer spat out a crumpled page and jammed. She groaned. "Great." Just then, the door opened and a girl she didn't recognize cautiously entered.

"This is for you?" She presented a large, wrapped package. "From… Liam."

Inside, was a framed, cross-stitched sampler, depicting a ridiculously cheerful unicorn prancing through a field of rainbows. It was meticulously done, she'd give it that. And completely out of place in her minimalistic classroom. Liam. The student who, despite numerous attempts, hadn't quite grasped the basics. This felt like some kind of cosmic joke. She felt a knot forming in her stomach. She stared at the sampler, a silent fury bubbling inside.

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