The attic air hung thick with dust motes dancing in the lone sunbeam. Clara coughed, waving a hand in front of her face as she unearthed a tarnished metal box. Inside, nestled amongst yellowed lace and moth-eaten fabrics, were photographs. She pulled out a faded image of her grandmother, the woman who’d always preached piety and restraint, arm-in-arm with a man in a sailor’s uniform, both grinning broadly, a half-empty bottle of what looked like rum clutched between them. Her breath hitched.

A second photo, a stark black and white, showed her grandfather, the stoic war veteran, in a dimly lit room, playing cards with two other men. A woman with a painted smile sat beside him, hand resting intimately on his arm. His face wasn’t the picture of the man she knew. It was relaxed, maybe even… playful.

Clara slumped onto the dusty floor, the box clattering beside her. She felt like someone had punched the air from her lungs.

Emotion: shocked

Cluster: Surprise / Confusion
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.65

Role in Research

This story is one of 1,000 stories generated for the emotion shocked. 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 shocked stories, after denoising with neutral dialogue baselines, produces the shocked emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the shocked vector is projected through the unembedding matrix.

Promoted:
будто0.298
😰0.268
sickening0.266
не0.266
que0.257
Suppressed:
enthusi-0.283
开心-0.269
ولة-0.262
ارك-0.257
উৎসাহিত-0.255