The email arrived at 3:17 AM. Sarah squinted at the screen, the blue light harsh in her darkened bedroom. Subject: “Your Teen Diary – Now Public!” Her fingers, usually nimble on the keyboard, felt heavy as lead. She clicked the link, her stomach lurching. The website, plastered with awkward fonts and neon colors, was a monument to bad design. And there, staring back at her, was “Dear Diary: The Confessions of Sarah Miller, Age 16.” A wave of nausea washed over her. She buried her face in her hands, her breath coming in ragged gasps. Days melted into a blur of frantic searches and hushed phone calls. She felt pinned, anchored to this digital transgression. Every corner of her existence seemed to shrink, defined by the words she’d penned in a locked notebook so many years ago.

Emotion: stuck

Cluster: Sadness / Despair
PC1 (Valence): -2.17 Negative
PC2 (Disposition): -0.72

Role in Research

This story is one of 1,000 stories generated for the emotion stuck. 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 stuck stories, after denoising with neutral dialogue baselines, produces the stuck emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stuck vector is projected through the unembedding matrix.

Promoted:
S0.487
缺乏0.401
L0.361
每天0.348
stagn0.348
Suppressed:
l-0.472
la-0.346
随后-0.322
undamaged-0.268
C-0.263