"Did you...did you even *read* the paper?" Emily's voice was tight, barely above a whisper. Her knuckles were white where they gripped the edge of the table. The accusations were swirling around her head, a confused storm.

The professor, oblivious, kept droning on about Turnitin reports and source comparisons. Emily found her fists balled, fingernails digging into her palms. The sheer injustice of it made her stomach churn.

She crossed her arms, a shield against the words. The room felt too small, too oppressive. The scent of old books and dust filled her nostrils. She just wanted to be done with this. She wanted to walk out, to slam the door.

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