The air in the library felt thick, stifling. The scent of old paper and ink usually soothed her, but today it felt oppressive. Clara kept pushing the frames of her glasses up her nose, a nervous habit she hadn’t realized she’d picked up. The pronouncements of the specialist, so clinical, had left her adrift. The feeling was a deep unease.

She pretended to read, but the words blurred before her eyes. She felt the gaze of someone nearby. Finally, a man approached her table, clutching a book in his hands. He hesitated, then spoke, his voice low. “Excuse me,” he began. "Do you… have you heard of…”

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