The cardboard box sat on the doorstep, a mocking presence in the morning light. It was addressed to "Ms. Eleanor Ainsworth," a name that hadn't graced her mailbox in nearly a year. Sarah, her hands clammy, almost wished she could ignore it, but the mail carrier had already rung the bell.

Her stomach churned. Eleanor Ainsworth. That woman's ghost still lingered, a phantom of the past that Sarah had desperately tried to bury. She dragged the package inside, the weight a heavy burden on her shoulders. Why now? Why did the past have to resurface when she was finally making progress?

With trembling fingers, she ripped open the tape. Inside, nestled amongst packing peanuts, was a delicate porcelain doll. Its painted eyes stared blankly, a perfect replica of a child. Sarah gasped. She slammed the box shut, the image seared into her mind.

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