The world tilted. Sarah felt a peculiar dizziness, a sensation like being on a boat in a turbulent sea. She gripped the cold, hard plastic of the chair, her knuckles white. The letter, crisp and official, lay open on the table, the words – “ineligible,” “reclaimed funds” – burning into her mind. Her carefully planned future, the one she’d built around the scholarship, seemed to crumble before her eyes. She pushed her chair back, the scraping sound echoing unnaturally loud in the quiet library. Her limbs felt heavy, unresponsive. She had to get out, to breathe. She stumbled towards the door, ignoring the curious glances of other students, her vision tunneling as she fought to keep from losing control.

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