The world seemed to blur around Olivia. The accusations, the media frenzy, the sudden exposure of her hero, all washed over her in an overwhelming torrent. She sat in the university library, surrounded by the scent of old paper and leather, a place she usually found solace. Today, however, it felt like a prison.

She clutched her worn copy of Finch’s "Celestial Echoes," the cover creased from countless readings. Now, holding it felt like touching something contaminated. She felt a profound sense of loss, as if a close relative had died.

She closed her eyes, trying to block out the noise. The blood pulsed loudly in her ears, a relentless drumbeat. She wanted to scream, to lash out, to rend the book to shreds. Instead, she just sat there, frozen.

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
😞0.258
다시0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290