The sun was setting, casting long shadows across the yard when Mrs. Chen, with her infectious energy, approached. Her proposal was simple: a collaborative herb garden. But to David, it was anything but. His breath caught in his throat. He saw the potential for mess, for intrusion, for the loss of his solitude. He began to fidget, his fingers picking at the frayed edges of his shirt. He found himself avoiding eye contact, his gaze flitting nervously around the perfectly ordered landscape, as if searching for an escape.

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