The weight of the box on Emily’s lap was immense. She’d been cleaning out her childhood bedroom, a task that was supposed to be cathartic. Now, she felt like she was drowning.

She looked at the neat cursive of a book report from fifth grade, her handwriting so small and precise. Her jaw clenched. Her mother had kept everything, even the crumpled art projects she’d thought were long gone. The sheer volume of it was overwhelming.

Suddenly, she was fourteen again, embarrassed by her braces and terrified of social situations. She could feel the familiar knot of anxiety twist in her stomach. She needed some fresh air.

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