"Ugh, this is so not okay," Maya muttered, staring at the screen. Mr. Chen, her history teacher, was following her. Her stomach twisted into knots. She had been complaining in her posts about him, particularly her grading.

She felt a cold sweat break out across her forehead. The thought of him seeing her private thoughts, knowing her opinions about him and his class, sent a wave of nausea through her. She felt exposed, vulnerable.

Lunch was a nightmare. She avoided her usual table, opting instead to eat alone, hunched over her sandwich. Every time Mr. Chen passed by the cafeteria, she flinched, sure he could read her mind. When he caught her eye and gave a small, friendly nod, her heart leaped into her throat.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

This story is one of 1,000 stories generated for the emotion distressed. 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 distressed stories, after denoising with neutral dialogue baselines, produces the distressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the distressed vector is projected through the unembedding matrix.

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229