The bookstore was her sanctuary, a place where she could lose herself amongst the towering shelves. Today, however, the familiar comfort failed to soothe her. As she ran her fingers along the spines of a collection of old journals, a small, folded note slipped from one of them. She stared at it, her fingers still tracing the outlines of a stranger's story.

Her pulse quickened. The words were simple, almost childlike, yet they spoke of a profound loneliness, a yearning for connection that echoed in her own heart. She felt a prickling sensation on her skin, a sense of unease. A sudden noise outside – the screech of a car, a sudden gust of wind – made her jump. Her grip tightened on the book, a feeling of vulnerability washing over her.

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