The cafe air, usually smelling of cinnamon and promise, suddenly felt thick, cloying. Amelia squeezed her coffee cup so hard her knuckles were white. Across the small, round table, a woman with a cascade of auburn hair was saying something about "Daniel's amazing taste in music." Amelia’s stomach clenched. Daniel? The Daniel she'd been seeing for six months, the Daniel who’d sworn she was the only one? Her breath hitched. The auburn-haired woman pulled out her phone, showing a photo of Daniel laughing, a photo Amelia recognized as having been taken at the beach last weekend, the beach they'd planned a picnic at. Amelia’s fingers went numb.

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