The rhythmic click-clack of the knitting needles was usually the soundtrack to her evening peace. Tonight, however, it was a relentless drumbeat that hammered against her temples. She watched Eliza, her daughter, effortlessly working the intricate pattern she’d spent months perfecting. The speed. The grace. It was breathtaking, yes, but also… deeply troubling. She could almost feel the yarn tangling, not around the needles, but around her own heart.

She’d found solace in the craft, a refuge from the chaos of life. Now, it was a battleground, a territory being swiftly and efficiently seized.

She wrapped her arms around herself, a futile attempt to find some semblance of equilibrium. The room felt too small, too close. She had to get out.

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