Rain lashed against the window of the coffee shop, mirroring the storm brewing inside Amelia. She clutched her phone, fingers slick with nervous sweat. The text, meant for her best friend, lay gleaming on the screen: "He actually did it. I’m so utterly humiliated." A single, agonizing ping announced a reply. *Ugh.* She hadn't even checked the number. Now it was too late.

Her breath hitched. She swiped at her cheek, certain a single tear would give her away. The recipient, a contact labelled only as 'Dad,' had already started typing. Her stomach churned. This was the one person she never wanted to know the details.

The screen illuminated with his response. A terse, "Who?" Panic surged, cold and swift. Amelia slammed the phone face-down on the table, the metallic clatter echoing in the sudden quiet of the cafe. She fought the urge to bolt.

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
šŸ˜ž0.296
worse0.291
šŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229