The ornate chandelier cast a harsh, unforgiving light. Jessica stood near the restrooms, trying to compose herself. Her breathing was shallow and rapid. Her father, a man of unwavering strength, was retiring, and she was supposed to celebrate. Instead, a wave of sickness threatened to overwhelm her.

She had rehearsed her speech repeatedly, but the words felt foreign, disconnected from her. She felt like a fraud. She kept picking at a loose thread on her dress, a nervous tic. She caught her reflection in the mirror, and the woman staring back seemed unfamiliar.

She leaned against the cool tile, desperate for a moment of quiet.

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