She’d felt the initial shock, then the slow burn of resentment. Susan found the account late at night, the discovery gnawing at her. Her daughter, Olivia, was engaging in behaviors she didn't approve of.

She wandered through the house, unable to settle. She checked the locks on the doors, even though she knew they were secure. She felt a constant, nagging unease, a sense of something important missing.

She sat on the edge of Olivia’s bed, staring at the posters and trinkets. A wave of exhaustion washed over her. She buried her face in her hands, her shoulders shaking, and the air around her felt stifling.

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