"Reunion, huh?" Jessica said aloud, her voice tight. The paper felt like a lead weight in her hand. She sat on the edge of her bed, staring out the window. It had been a long time since she'd thought about those days.

She remembered all the slights, the whispered comments, the feeling of being an outsider. That was probably how everyone still saw her. She shifted uncomfortably, feeling a coldness spread through her.

She rubbed her arms, trying to shake off the chill. She'd spent years building a life for herself, away from them. And now, she felt, here was a test.

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