He’d asked her to meet him at the park, under the old oak tree. The setting sun cast long, skeletal shadows across the grass. Sarah's hands trembled as she saw him approaching, but the smile died on her face when she saw the woman beside him. The woman, with a brightly coloured scarf, gave a little wave. Her face was familiar. It dawned on Sarah that she’d seen her picture, a selfie, on the man’s social media. The man, Mark, stopped a few feet away, his expression flickering between surprise and something that looked suspiciously like panic. He ran a hand through his hair, his eyes darting between the two of them. Sarah felt a coldness creep into her chest, chilling her to the bone.

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