The email notification had popped up, and then her world had tilted. Carol felt a tightening in her throat, making it difficult to swallow. Her daughter, Emma, was sharing things, pictures, opinions, with people she’d never mentioned.

She sat at the kitchen table, unable to look away from the screen. She felt a sharp, stabbing pain behind her eyes, her vision swimming. The words on the screen blurred, merging into an unintelligible jumble.

She gripped the edge of the table, her knuckles white. She wanted to run, to hide, to disappear. But she knew she had to face this, even if it broke her.

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
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229