Mr. Henderson slammed the lid of his laptop shut, the metallic clang echoing in the otherwise empty staff room. The end-of-term reports were finished, finally. He'd spent weeks wrestling with the data, trying to make sense of the students' progress. Just as he was about to leave, his phone buzzed. A text: *There's a delivery for you at the front desk, Mr. H!*

He dragged himself to the reception, already anticipating another useless piece of school-branded merchandise. Instead, the receptionist handed him a small, velvet box. “From a Mr. Davies," she offered, smiling brightly.

He opened the box. Inside, nestled on a bed of satin, was a miniature, hand-painted replica of the school building. It was… meticulous, he’d give it that. And completely unnecessary. Davies, the student who'd never contributed to class, the one who'd spent every lesson sketching intricate designs in the margins of his textbook. The tiny, perfect model felt like a deliberate taunt. He wanted to toss it in the bin.

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