The email sat in Amelia’s inbox, a stark white rectangle against the soft glow of her laptop screen. It explained, with bureaucratic precision, that the scholarship, the one that had been keeping her afloat, was not hers. A clerical error. A misplaced digit. She reread it, then leaned back in her chair, the sudden hollowness in her stomach making her feel lightheaded. Her breath hitched. The familiar hum of the dorm room's air conditioning unit seemed to amplify itself, a cold, insistent drone. She reached for her water bottle, her hand trembling slightly as she unscrewed the cap and took a long, slow swallow. The water barely seemed to register in her parched throat. She stared at the email, the words blurring slightly as tears pricked her eyes.

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