The old trunk in the guest room had always been a mystery to Chloe. Now, its contents were a Pandora’s Box. She pulled out a faded letter, penned in her grandfather's distinctive hand. It was a letter of resignation from his role as an army captain.

Her fingers traced the words, each one a revelation. He mentioned the war, but in a way that had never been spoken of. He spoke of despair, of a moral conflict she never knew he’d wrestled with. He spoke of seeing things he never told anyone.

She sat on the floor, the trunk’s contents scattered around her. A lump formed in her throat. She understood nothing anymore. The floorboards creaked.

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