The email notification on Alex's phone vibrated incessantly. He snatched it up, the screen casting a harsh glow on his already pale face. His heart hammered against his ribs. He read the subject line: "Academic Integrity Inquiry." He read the body of the email and the corners of his mouth turned down.

He slouched against the lockers, his shoulders slumping. He felt a heat rising in his neck, a prickly sensation that spread to his forehead. The blood was rushing in his ears. He'd been so careful. So, so careful.

He glared at the lockers, wishing he could kick something. He kicked at a loose shoelace, untying it completely. He had to be at this meeting in ten minutes. Fantastic.

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