The car keys felt heavy in her hand. Sarah sat in the driver's seat, the engine off, staring at the familiar brick facade that was now partially obscured by scaffolding and flashing hazard lights. The sky was the same gray as it always had been. The same shade as the days she had spent there growing up.

A bead of sweat trickled down her temple. Her stomach churned. She closed her eyes, trying to remember the scent of the roses her mother had planted in the front garden. She could almost smell them. The scent was gone. She put the key in the ignition, but she couldn't bring herself to turn it. She felt a sharp pang in her chest, as if someone had just yanked on a heartstring.

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