The world outside her window was a blur of rain and grey. She had pulled the curtains, wanting nothing to do with the outside world. Sleep eluded her, and her mind was a whirlwind of worry.

A tap at the door. A small, unassuming posy of lavender sprigs, their scent filling the air. No card. She picked them up, holding them close, searching for an explanation.

She sat on her sofa, the lavender scent doing little to calm her racing thoughts. The lack of a message only deepened her uncertainty. She felt a growing sense of vulnerability.

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