The news felt like a physical blow. When she saw the link posted on Twitter, Laura felt a sudden, crippling weariness. Her hands trembled as she clicked. There it was: her diary, online, open for anyone to read.

She felt a hot flush crawl up her neck, her cheeks burning with an unfamiliar intensity. She hated this feeling, the exposed skin, the fear. She needed to do something, anything, but her body felt leaden.

She stared at the words, the familiar script, her younger selfโ€™s voice, now a digital ghost, echoing across the internet. She thought of the future, the embarrassment, the judgment. She was sure she would never be free of this shame.

She got up and started pacing. One step, another step, trying to find some sort of stability. She had to do something.

Emotion: shaken

Cluster: Fear / Anxiety
PC1 (Valence): -2.72 Negative
PC2 (Disposition): -0.86

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.351
unable0.269
focus0.266
๐Ÿ˜ž0.258
๋‹ค์‹œ0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290