Sarah’s head throbbed. The doctor’s words echoed in her mind: “More tests…a difficult diagnosis…” She needed the results, needed to know, but the mounting medical bills were crushing her. She wandered aimlessly, the park a blur of vibrant colours she barely registered.

A glint of something caught her eye. At the base of a towering oak, lay a wallet, its leather softened with age. She picked it up, her fingers numb. Inside, nestled amongst credit cards and identification, was a wad of bills. A wave of nausea washed over her.

"Damn it," she whispered, her voice cracking. The urge to just…leave, to run away from everything, was almost overwhelming. She gripped the cold metal of a park bench, the fear a physical weight in her chest.

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