The attic air hung thick and dusty, catching in Amelia's throat as she pulled the box toward her. Her hands trembled slightly as she lifted the lid. The scent of mothballs, a smell she associated with her grandmother's disapproval, filled the space. Inside, a jumble of photographs, yellowed at the edges, lay nestled amongst tissue paper. She picked one up. It depicted her grandfather, the stoic war hero, arm-in-arm with a woman who was definitely not her grandmother. A bright smile, a carefree laugh, all things he had never shown in her presence. Amelia’s chest felt tight.

She fumbled for another photo, her fingers clumsy. This one was even more unsettling. Her grandfather, in what looked like a rather flamboyant suit, dancing with the same woman, a champagne glass in his hand. The setting was obviously a lavish party, far removed from the humble life she’d always been told he led before the war. A coldness spread through her. "Impossible," she whispered, her voice barely audible over the drone of a distant lawnmower.

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